PLASTIC AI¶
G17 University Ambassadors Consortium
SDG Goal 14 - Life below water
University of Moratuwa
P M Ranasinghe
G17 University Ambassadors Consortium
SDG Goal 14 - Life below water
University of Moratuwa
P M Ranasinghe
# clone darknet repo
!git clone https://github.com/AlexeyAB/darknet
fatal: destination path 'darknet' already exists and is not an empty directory.
# change makefile to have GPU and OPENCV enabled
%cd darknet
!sed -i 's/OPENCV=0/OPENCV=1/' Makefile
!sed -i 's/GPU=0/GPU=1/' Makefile
!sed -i 's/CUDNN=0/CUDNN=1/' Makefile
!sed -i 's/CUDNN_HALF=0/CUDNN_HALF=1/' Makefile
/content/darknet
# verify CUDA
!/usr/local/cuda/bin/nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver Copyright (c) 2005-2019 NVIDIA Corporation Built on Sun_Jul_28_19:07:16_PDT_2019 Cuda compilation tools, release 10.1, V10.1.243
# make darknet (builds darknet so that you can then use the darknet executable file to run or train object detectors)
!make
chmod +x *.sh g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/image_opencv.cpp -o obj/image_opencv.o ./src/image_opencv.cpp: In function ‘void draw_detections_cv_v3(void**, detection*, int, float, char**, image**, int, int)’: ./src/image_opencv.cpp:910:23: warning: variable ‘rgb’ set but not used [-Wunused-but-set-variable] float rgb[3]; ^~~ ./src/image_opencv.cpp: In function ‘void cv_draw_object(image, float*, int, int, int*, float*, int*, int, char**)’: ./src/image_opencv.cpp:1391:14: warning: unused variable ‘buff’ [-Wunused-variable] char buff[100]; ^~~~ ./src/image_opencv.cpp:1367:9: warning: unused variable ‘it_tb_res’ [-Wunused-variable] int it_tb_res = cv::createTrackbar(it_trackbar_name, window_name, &it_trackbar_value, 1000); ^~~~~~~~~ ./src/image_opencv.cpp:1371:9: warning: unused variable ‘lr_tb_res’ [-Wunused-variable] int lr_tb_res = cv::createTrackbar(lr_trackbar_name, window_name, &lr_trackbar_value, 20); ^~~~~~~~~ ./src/image_opencv.cpp:1375:9: warning: unused variable ‘cl_tb_res’ [-Wunused-variable] int cl_tb_res = cv::createTrackbar(cl_trackbar_name, window_name, &cl_trackbar_value, classes-1); ^~~~~~~~~ ./src/image_opencv.cpp:1378:9: warning: unused variable ‘bo_tb_res’ [-Wunused-variable] int bo_tb_res = cv::createTrackbar(bo_trackbar_name, window_name, boxonly, 1); ^~~~~~~~~ g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/http_stream.cpp -o obj/http_stream.o In file included from ./src/http_stream.cpp:580:0: ./src/httplib.h:129:0: warning: "INVALID_SOCKET" redefined #define INVALID_SOCKET (-1) ./src/http_stream.cpp:73:0: note: this is the location of the previous definition #define INVALID_SOCKET -1 ./src/http_stream.cpp: In member function ‘bool JSON_sender::write(const char*)’: ./src/http_stream.cpp:249:21: warning: unused variable ‘n’ [-Wunused-variable] int n = _write(client, outputbuf, outlen); ^ ./src/http_stream.cpp: In member function ‘bool MJPG_sender::write(const cv::Mat&)’: ./src/http_stream.cpp:507:113: warning: format ‘%zu’ expects argument of type ‘size_t’, but argument 3 has type ‘int’ [-Wformat=] sprintf(head, "--mjpegstream\r\nContent-Type: image/jpeg\r\nContent-Length: %zu\r\n\r\n", outlen); ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gemm.c -o obj/gemm.o ./src/gemm.c: In function ‘convolution_2d’: ./src/gemm.c:2038:15: warning: unused variable ‘out_w’ [-Wunused-variable] const int out_w = (w + 2 * pad - ksize) / stride + 1; // output_width=input_width for stride=1 and pad=1 ^~~~~ ./src/gemm.c:2037:15: warning: unused variable ‘out_h’ [-Wunused-variable] const int out_h = (h + 2 * pad - ksize) / stride + 1; // output_height=input_height for stride=1 and pad=1 ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/utils.c -o obj/utils.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dark_cuda.c -o obj/dark_cuda.o ./src/dark_cuda.c: In function ‘cudnn_check_error_extended’: ./src/dark_cuda.c:224:20: warning: comparison between ‘cudaError_t {aka enum cudaError}’ and ‘enum <anonymous>’ [-Wenum-compare] if (status != CUDNN_STATUS_SUCCESS) ^~ ./src/dark_cuda.c: In function ‘pre_allocate_pinned_memory’: ./src/dark_cuda.c:276:40: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu size / (1024*1024), num_of_blocks, pinned_block_size / (1024 * 1024)); ~~~~~~~~~~~~~~~~~~ ./src/dark_cuda.c:276:64: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 3 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu ./src/dark_cuda.c:276:82: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 4 has type ‘long unsigned int’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu ./src/dark_cuda.c:286:37: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] printf(" Allocated %d pinned block \n", pinned_block_size); ~^ %ld ./src/dark_cuda.c: In function ‘cuda_make_array_pinned_preallocated’: ./src/dark_cuda.c:307:43: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf("\n Pinned block_id = %d, filled = %f %% \n", pinned_block_id, filled); ~^ %ld ./src/dark_cuda.c:322:64: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("Try to allocate new pinned memory, size = %d MB \n", size / (1024 * 1024)); ~^ ~~~~~~~~~~~~~~~~~~~~ %ld ./src/dark_cuda.c:328:63: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("Try to allocate new pinned BLOCK, size = %d MB \n", size / (1024 * 1024)); ~^ ~~~~~~~~~~~~~~~~~~~~ %ld gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/convolutional_layer.c -o obj/convolutional_layer.o ./src/convolutional_layer.c: In function ‘forward_convolutional_layer’: ./src/convolutional_layer.c:1204:32: warning: unused variable ‘t_intput_size’ [-Wunused-variable] size_t t_intput_size = binary_transpose_align_input(k, n, state.workspace, &l.t_bit_input, ldb_align, l.bit_align); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/list.c -o obj/list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/image.c -o obj/image.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/activations.c -o obj/activations.o ./src/activations.c: In function ‘activate’: ./src/activations.c:78:5: warning: enumeration value ‘RELU6’ not handled in switch [-Wswitch] switch(a){ ^~~~~~ ./src/activations.c:78:5: warning: enumeration value ‘SWISH’ not handled in switch [-Wswitch] ./src/activations.c:78:5: warning: enumeration value ‘MISH’ not handled in switch [-Wswitch] ./src/activations.c:78:5: warning: enumeration value ‘NORM_CHAN’ not handled in switch [-Wswitch] ./src/activations.c:78:5: warning: enumeration value ‘NORM_CHAN_SOFTMAX’ not handled in switch [-Wswitch] ./src/activations.c:78:5: warning: enumeration value ‘NORM_CHAN_SOFTMAX_MAXVAL’ not handled in switch [-Wswitch] ./src/activations.c: In function ‘gradient’: ./src/activations.c:289:5: warning: enumeration value ‘SWISH’ not handled in switch [-Wswitch] switch(a){ ^~~~~~ ./src/activations.c:289:5: warning: enumeration value ‘MISH’ not handled in switch [-Wswitch] gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/im2col.c -o obj/im2col.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/col2im.c -o obj/col2im.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/blas.c -o obj/blas.o ./src/blas.c: In function ‘backward_shortcut_multilayer_cpu’: ./src/blas.c:207:21: warning: unused variable ‘out_index’ [-Wunused-variable] int out_index = id; ^~~~~~~~~ ./src/blas.c: In function ‘grad_contrastive_loss_positive’: ./src/blas.c:590:81: warning: format ‘%f’ expects argument of type ‘double’, but argument 3 has type ‘int’ [-Wformat=] fprintf(stderr, " Error: N == 0 || temperature == 0 || vec_len == 0. N=%f, temperature=%f, vec_len=%f \n", N, temperature, vec_len); ~^ %d ./src/blas.c: In function ‘grad_contrastive_loss_negative’: ./src/blas.c:627:81: warning: format ‘%f’ expects argument of type ‘double’, but argument 3 has type ‘int’ [-Wformat=] fprintf(stderr, " Error: N == 0 || temperature == 0 || vec_len == 0. N=%f, temperature=%f, vec_len=%f \n", N, temperature, vec_len); ~^ %d gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/crop_layer.c -o obj/crop_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dropout_layer.c -o obj/dropout_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/maxpool_layer.c -o obj/maxpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/softmax_layer.c -o obj/softmax_layer.o ./src/softmax_layer.c: In function ‘forward_contrastive_layer’: ./src/softmax_layer.c:185:23: warning: variable ‘max_truth’ set but not used [-Wunused-but-set-variable] float max_truth = 0; ^~~~~~~~~ ./src/softmax_layer.c:230:15: warning: unused variable ‘same’ [-Wunused-variable] float same = l.cos_sim[b*l.batch + b]; ^~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/data.c -o obj/data.o ./src/data.c: In function ‘load_data_detection’: ./src/data.c:1271:24: warning: unused variable ‘x’ [-Wunused-variable] int k, x, y; ^ ./src/data.c:1072:43: warning: variable ‘r_scale’ set but not used [-Wunused-but-set-variable] float r1 = 0, r2 = 0, r3 = 0, r4 = 0, r_scale = 0; ^~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/matrix.c -o obj/matrix.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/network.c -o obj/network.o ./src/network.c: In function ‘resize_network’: ./src/network.c:615:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&net->input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/network.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/connected_layer.c -o obj/connected_layer.o ./src/connected_layer.c: In function ‘forward_connected_layer_gpu’: ./src/connected_layer.c:346:11: warning: unused variable ‘one’ [-Wunused-variable] float one = 1; // alpha[0], beta[0] ^~~ ./src/connected_layer.c:344:13: warning: unused variable ‘c’ [-Wunused-variable] float * c = l.output_gpu; ^ ./src/connected_layer.c:343:13: warning: unused variable ‘b’ [-Wunused-variable] float * b = l.weights_gpu; ^ ./src/connected_layer.c:342:13: warning: unused variable ‘a’ [-Wunused-variable] float * a = state.input; ^ ./src/connected_layer.c:341:9: warning: unused variable ‘n’ [-Wunused-variable] int n = l.outputs; ^ ./src/connected_layer.c:340:9: warning: unused variable ‘k’ [-Wunused-variable] int k = l.inputs; ^ ./src/connected_layer.c:339:9: warning: unused variable ‘m’ [-Wunused-variable] int m = l.batch; ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/cost_layer.c -o obj/cost_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/parser.c -o obj/parser.o ./src/parser.c: In function ‘parse_network_cfg_custom’: ./src/parser.c:1607:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&net.input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) net.input_pinned_cpu_flag = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/activation_layer.h:4, from ./src/parser.c:6: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/option_list.c -o obj/option_list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/darknet.c -o obj/darknet.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/detection_layer.c -o obj/detection_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/captcha.c -o obj/captcha.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/route_layer.c -o obj/route_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/writing.c -o obj/writing.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/box.c -o obj/box.o ./src/box.c: In function ‘box_iou_kind’: ./src/box.c:154:5: warning: enumeration value ‘MSE’ not handled in switch [-Wswitch] switch(iou_kind) { ^~~~~~ ./src/box.c: In function ‘diounms_sort’: ./src/box.c:898:27: warning: unused variable ‘beta_prob’ [-Wunused-variable] float beta_prob = pow(dets[j].prob[k], 2) / sum_prob; ^~~~~~~~~ ./src/box.c:897:27: warning: unused variable ‘alpha_prob’ [-Wunused-variable] float alpha_prob = pow(dets[i].prob[k], 2) / sum_prob; ^~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/nightmare.c -o obj/nightmare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/normalization_layer.c -o obj/normalization_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/avgpool_layer.c -o obj/avgpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/coco.c -o obj/coco.o ./src/coco.c: In function ‘validate_coco_recall’: ./src/coco.c:248:11: warning: unused variable ‘base’ [-Wunused-variable] char *base = "results/comp4_det_test_"; ^~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/dice.c -o obj/dice.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/yolo.c -o obj/yolo.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/detector.c -o obj/detector.o ./src/detector.c: In function ‘print_cocos’: ./src/detector.c:458:29: warning: format not a string literal and no format arguments [-Wformat-security] fprintf(fp, buff); ^~~~ ./src/detector.c: In function ‘eliminate_bdd’: ./src/detector.c:551:21: warning: statement with no effect [-Wunused-value] for (k; buf[k + n] != '\0'; k++) ^~~ ./src/detector.c: In function ‘validate_detector’: ./src/detector.c:664:13: warning: unused variable ‘mkd2’ [-Wunused-variable] int mkd2 = make_directory(buff2, 0777); ^~~~ ./src/detector.c:662:13: warning: unused variable ‘mkd’ [-Wunused-variable] int mkd = make_directory(buff, 0777); ^~~ ./src/detector.c: In function ‘validate_detector_map’: ./src/detector.c:1283:15: warning: unused variable ‘class_recall’ [-Wunused-variable] float class_recall = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)(truth_classes_count[i] - tp_for_thresh_per_class[i])); ^~~~~~~~~~~~ ./src/detector.c:1282:15: warning: unused variable ‘class_precision’ [-Wunused-variable] float class_precision = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)fp_for_thresh_per_class[i]); ^~~~~~~~~~~~~~~ ./src/detector.c: In function ‘draw_object’: ./src/detector.c:1799:19: warning: unused variable ‘inv_loss’ [-Wunused-variable] float inv_loss = 1.0 / max_val_cmp(0.01, avg_loss); ^~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/layer.c -o obj/layer.o ./src/layer.c: In function ‘free_layer_custom’: ./src/layer.c:201:68: warning: suggest parentheses around ‘&&’ within ‘||’ [-Wparentheses] if (l.delta_gpu && (l.optimized_memory < 1 || l.keep_delta_gpu && l.optimized_memory < 3)) cuda_free(l.delta_gpu), l.delta_gpu = NULL; ~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/compare.c -o obj/compare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/classifier.c -o obj/classifier.o ./src/classifier.c: In function ‘train_classifier’: ./src/classifier.c:145:9: warning: unused variable ‘count’ [-Wunused-variable] int count = 0; ^~~~~ ./src/classifier.c: In function ‘predict_classifier’: ./src/classifier.c:846:13: warning: unused variable ‘time’ [-Wunused-variable] clock_t time; ^~~~ ./src/classifier.c: In function ‘demo_classifier’: ./src/classifier.c:1276:49: warning: unused variable ‘tval_result’ [-Wunused-variable] struct timeval tval_before, tval_after, tval_result; ^~~~~~~~~~~ ./src/classifier.c:1276:37: warning: unused variable ‘tval_after’ [-Wunused-variable] struct timeval tval_before, tval_after, tval_result; ^~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/local_layer.c -o obj/local_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/swag.c -o obj/swag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/shortcut_layer.c -o obj/shortcut_layer.o ./src/shortcut_layer.c: In function ‘make_shortcut_layer’: ./src/shortcut_layer.c:55:15: warning: unused variable ‘scale’ [-Wunused-variable] float scale = sqrt(2. / l.nweights); ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/activation_layer.c -o obj/activation_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn_layer.c -o obj/rnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gru_layer.c -o obj/gru_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn.c -o obj/rnn.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/rnn_vid.c -o obj/rnn_vid.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/crnn_layer.c -o obj/crnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/demo.c -o obj/demo.o ./src/demo.c: In function ‘detect_in_thread’: ./src/demo.c:100:16: warning: unused variable ‘prediction’ [-Wunused-variable] float *prediction = network_predict(net, X); ^~~~~~~~~~ ./src/demo.c:98:15: warning: unused variable ‘l’ [-Wunused-variable] layer l = net.layers[net.n - 1]; ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/tag.c -o obj/tag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/cifar.c -o obj/cifar.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/go.c -o obj/go.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/art.c -o obj/art.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/region_layer.c -o obj/region_layer.o ./src/region_layer.c: In function ‘resize_region_layer’: ./src/region_layer.c:58:9: warning: unused variable ‘old_h’ [-Wunused-variable] int old_h = l->h; ^~~~~ ./src/region_layer.c:57:9: warning: unused variable ‘old_w’ [-Wunused-variable] int old_w = l->w; ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/reorg_layer.c -o obj/reorg_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/reorg_old_layer.c -o obj/reorg_old_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/super.c -o obj/super.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/voxel.c -o obj/voxel.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/tree.c -o obj/tree.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/yolo_layer.c -o obj/yolo_layer.o ./src/yolo_layer.c: In function ‘make_yolo_layer’: ./src/yolo_layer.c:62:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.output, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c:69:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.delta, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c: In function ‘resize_yolo_layer’: ./src/yolo_layer.c:96:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c:105:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/gaussian_yolo_layer.c -o obj/gaussian_yolo_layer.o ./src/gaussian_yolo_layer.c: In function ‘make_gaussian_yolo_layer’: ./src/gaussian_yolo_layer.c:71:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.output, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c:78:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.delta, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c: In function ‘resize_gaussian_yolo_layer’: ./src/gaussian_yolo_layer.c:110:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c:119:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4391:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/upsample_layer.c -o obj/upsample_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/lstm_layer.c -o obj/lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/conv_lstm_layer.c -o obj/conv_lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/scale_channels_layer.c -o obj/scale_channels_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -c ./src/sam_layer.c -o obj/sam_layer.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o ./src/convolutional_kernels.cu: In function ‘void backward_convolutional_layer_gpu(convolutional_layer, network_state)’: ./src/convolutional_kernels.cu:803:40: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] if (*state.net.max_output16_size < l.inputs) { ~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~ ./src/convolutional_kernels.cu:839:40: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] if (*state.net.max_output16_size < l.nweights) { ~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~ nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/activation_kernels.cu -o obj/activation_kernels.o ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights ./src/im2col_kernels.cu:125:18: warning: "/*" within comment [-Wcomment] //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ? ./src/im2col_kernels.cu:1178:6: warning: "/*" within comment [-Wcomment] //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/blas_kernels.cu -o obj/blas_kernels.o ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu: In function ‘void backward_shortcut_multilayer_gpu(int, int, int, int*, float**, float*, float*, float*, float*, int, float*, float**, WEIGHTS_NORMALIZATION_T)’: ./src/blas_kernels.cu:1130:5: warning: variable ‘step’ set but not used [-Wunused-but-set-variable] int step = 0; ^~~~ nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced ./src/dropout_layer_kernels.cu(140): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(245): warning: variable "cur_scale" was declared but never referenced ./src/dropout_layer_kernels.cu(262): warning: variable "block_prob" was declared but never referenced nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/network_kernels.cu -o obj/network_kernels.o ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu(363): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(384): warning: variable "im" was set but never used ./src/network_kernels.cu: In function ‘float train_network_datum_gpu(network, float*, float*)’: ./src/network_kernels.cu:363:7: warning: variable ‘l’ set but not used [-Wunused-but-set-variable] layer l = net.layers[net.n - 1]; ^ ./src/network_kernels.cu:384:7: warning: variable ‘im’ set but not used [-Wunused-but-set-variable] image im; ^ nvcc -gencode arch=compute_30,code=sm_30 -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF obj/image_opencv.o obj/http_stream.o obj/gemm.o obj/utils.o obj/dark_cuda.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/darknet.o obj/detection_layer.o obj/captcha.o obj/route_layer.o obj/writing.o obj/box.o obj/nightmare.o obj/normalization_layer.o obj/avgpool_layer.o obj/coco.o obj/dice.o obj/yolo.o obj/detector.o obj/layer.o obj/compare.o obj/classifier.o obj/local_layer.o obj/swag.o obj/shortcut_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/rnn.o obj/rnn_vid.o obj/crnn_layer.o obj/demo.o obj/tag.o obj/cifar.o obj/go.o obj/batchnorm_layer.o obj/art.o obj/region_layer.o obj/reorg_layer.o obj/reorg_old_layer.o obj/super.o obj/voxel.o obj/tree.o obj/yolo_layer.o obj/gaussian_yolo_layer.o obj/upsample_layer.o obj/lstm_layer.o obj/conv_lstm_layer.o obj/scale_channels_layer.o obj/sam_layer.o obj/convolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/network_kernels.o obj/avgpool_layer_kernels.o -o darknet -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -L/usr/local/cudnn/lib64 -lcudnn -lstdc++
!wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.weights
--2020-06-25 00:04:43-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.weights Resolving github.com (github.com)... 140.82.118.3 Connecting to github.com (github.com)|140.82.118.3|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://github-production-release-asset-2e65be.s3.amazonaws.com/75388965/ba4b6380-889c-11ea-9751-f994f5961796?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200625%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200625T000443Z&X-Amz-Expires=300&X-Amz-Signature=5b2c95f08e0acde170b50cfacfe0608aa07c3989cb2adc79718c19c0302ac388&X-Amz-SignedHeaders=host&actor_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.weights&response-content-type=application%2Foctet-stream [following] --2020-06-25 00:04:43-- https://github-production-release-asset-2e65be.s3.amazonaws.com/75388965/ba4b6380-889c-11ea-9751-f994f5961796?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200625%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200625T000443Z&X-Amz-Expires=300&X-Amz-Signature=5b2c95f08e0acde170b50cfacfe0608aa07c3989cb2adc79718c19c0302ac388&X-Amz-SignedHeaders=host&actor_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.weights&response-content-type=application%2Foctet-stream Resolving github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)... 52.216.133.75 Connecting to github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)|52.216.133.75|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 257717640 (246M) [application/octet-stream] Saving to: ‘yolov4.weights.1’ yolov4.weights.1 100%[===================>] 245.78M 30.2MB/s in 8.9s 2020-06-25 00:04:53 (27.7 MB/s) - ‘yolov4.weights.1’ saved [257717640/257717640]
# define helper functions
def imShow(path):
import cv2
import matplotlib.pyplot as plt
%matplotlib inline
image = cv2.imread(path)
height, width = image.shape[:2]
resized_image = cv2.resize(image,(3*width, 3*height), interpolation = cv2.INTER_CUBIC)
fig = plt.gcf()
fig.set_size_inches(18, 10)
plt.axis("off")
plt.imshow(cv2.cvtColor(resized_image, cv2.COLOR_BGR2RGB))
plt.show()
# use this to upload files
def upload():
from google.colab import files
uploaded = files.upload()
for name, data in uploaded.items():
with open(name, 'wb') as f:
f.write(data)
print ('saved file', name)
# use this to download a file
def download(path):
from google.colab import files
files.download(path)
%cd ..
from google.colab import drive
drive.mount('/content/gdrive')
/content Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly Enter your authorization code: ·········· Mounted at /content/gdrive
# this creates a symbolic link so that now the path /content/gdrive/My\ Drive/ is equal to /mydrive
!ln -s /content/gdrive/My\ Drive/ /mydrive
!ls /mydrive
'Colab Notebooks' images images.txt videos yolov3 yolov4
# cd back into the darknet folder to run detections
%cd darknet
/content/darknet
# this is where my datasets are stored within my Google Drive (I created a yolov4 folder to store all important files for custom training)
!ls /mydrive/yolov4
archive generate_test.py obj.data obj.zip backup generate_train.py obj.names test.zip
# copy over both datasets into the root directory of the Colab VM (comment out test.zip if you are not using a validation dataset)
!cp /mydrive/yolov4/obj.zip ../
!cp /mydrive/yolov4/test.zip ../
# unzip the datasets and their contents so that they are now in /darknet/data/ folder
!unzip ../obj.zip -d data/
!unzip ../test.zip -d data/
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This step involves properly configuring your custom .cfg, obj.data, obj.names, train.txt and test.txt files.
# download cfg to google drive and change its name
!cp cfg/yolov4-custom.cfg /mydrive/yolov4/yolov4-obj.cfg
# to download to local machine (change its name to yolov4-obj.cfg once you download)
download('cfg/yolov4-custom.cfg')
# upload the custom .cfg back to cloud VM from Google Drive
!cp /mydrive/yolov4/yolov4-obj.cfg ./cfg
obj.data
classes = 1
train = data/train.txt
valid = data/test.txt
names = data/obj.names
backup = /mydrive/yolov3-tiny/trainingobj.names
Plastic# upload the obj.names and obj.data files to cloud VM from Google Drive
!cp /mydrive/yolov4/obj.names ./data
!cp /mydrive/yolov4/obj.data ./data
# upload the generate_train.py and generate_test.py script to cloud VM from Google Drive
!cp /mydrive/yolov4/generate_train.py ./
!cp /mydrive/yolov4/generate_test.py ./
Now simply run both scripts to do the work for you of generating the two txt files.
!python generate_train.py
!python generate_test.py
# verify that the newly generated train.txt and test.txt can be seen in our darknet/data folder
!ls data/
9k.tree giraffe.jpg labels person.jpg voc.names coco9k.map goal.txt obj scream.jpg coco.names horses.jpg obj.data test dog.jpg imagenet.labels.list obj.names test.txt eagle.jpg imagenet.shortnames.list openimages.names train.txt
If you are uncertain whether generating the files worked and want to double check that everything went as planned, double click on train.txt on the left side File Explorer and it should look like this.
It will contain one line for each training image path.
This step downloads the weights for the convolutional layers of the YOLOv4 network. By using these weights it helps your custom object detector to be way more accurate and not have to train as long. You don't have to use these weights but trust me it will help your modle converge and be accurate way faster. USE IT!
!wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.conv.137
--2020-06-25 00:41:53-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.conv.137 Resolving github.com (github.com)... 140.82.118.3 Connecting to github.com (github.com)|140.82.118.3|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://github-production-release-asset-2e65be.s3.amazonaws.com/75388965/48bfe500-889d-11ea-819e-c4d182fcf0db?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200625%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200625T004153Z&X-Amz-Expires=300&X-Amz-Signature=b107e990528bb04977dbc1a10f17b4a25a0074e41354f8ae51567d4286c9d5e0&X-Amz-SignedHeaders=host&actor_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.conv.137&response-content-type=application%2Foctet-stream [following] --2020-06-25 00:41:53-- https://github-production-release-asset-2e65be.s3.amazonaws.com/75388965/48bfe500-889d-11ea-819e-c4d182fcf0db?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200625%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200625T004153Z&X-Amz-Expires=300&X-Amz-Signature=b107e990528bb04977dbc1a10f17b4a25a0074e41354f8ae51567d4286c9d5e0&X-Amz-SignedHeaders=host&actor_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.conv.137&response-content-type=application%2Foctet-stream Resolving github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)... 52.217.65.84 Connecting to github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)|52.217.65.84|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 170038676 (162M) [application/octet-stream] Saving to: ‘yolov4.conv.137’ yolov4.conv.137 100%[===================>] 162.16M 32.0MB/s in 5.7s 2020-06-25 00:41:59 (28.4 MB/s) - ‘yolov4.conv.137’ saved [170038676/170038676]
TIP: This training could take several hours depending on how many iterations you chose in the .cfg file. You will want to let this run as you sleep or go to work for the day, etc. However, Colab Cloud Service kicks you off it's VMs if you are idle for too long (30-90 mins).
To avoid this hold (CTRL + SHIFT + i) at the same time to open up the inspector view on your browser.
Paste the following code into your console window and hit Enter
function ClickConnect(){
console.log("Working");
document
.querySelector('#top-toolbar > colab-connect-button')
.shadowRoot.querySelector('#connect')
.click()
}
setInterval(ClickConnect,60000)
# train your custom detector! (uncomment %%capture below if you run into memory issues or your Colab is crashing)
# %%capture
!./darknet detector train data/obj.data cfg/yolov4-obj.cfg yolov4.conv.137 -dont_show -map
v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302257, GIOU: 0.241712), Class: 0.560670, Obj: 0.002402, No Obj: 0.002424, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.475012, iou_loss = 2.210664, total_loss = 4.685676 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249075, GIOU: 0.153925), Class: 0.538159, Obj: 0.004149, No Obj: 0.004354, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.789612, iou_loss = 0.299162, total_loss = 3.088775 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.295936, GIOU: 0.178808), Class: 0.485617, Obj: 0.013153, No Obj: 0.012531, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.346392, iou_loss = 0.024105, total_loss = 1.370497 total_bbox = 60637, rewritten_bbox = 0.070914 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348857, GIOU: 0.216641), Class: 0.494872, Obj: 0.002303, No Obj: 0.002572, .5R: 0.136364, .75R: 0.090909, count: 22, class_loss = 7.071703, iou_loss = 16.102348, total_loss = 23.174051 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.192623, GIOU: 0.116082), Class: 0.566136, Obj: 0.003856, No Obj: 0.004532, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.831847, iou_loss = 0.185784, total_loss = 2.017631 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.012962, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.110737, iou_loss = 0.000000, total_loss = 0.110737 total_bbox = 60665, rewritten_bbox = 0.070881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.358002, GIOU: 0.304761), Class: 0.462053, Obj: 0.002474, No Obj: 0.002519, .5R: 0.187500, .75R: 0.062500, count: 16, class_loss = 5.261137, iou_loss = 11.307669, total_loss = 16.568806 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.327969, GIOU: 0.280231), Class: 0.528585, Obj: 0.004381, No Obj: 0.004653, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.816849, iou_loss = 0.865817, total_loss = 3.682666 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.013827, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.124174, iou_loss = 0.000000, total_loss = 0.124174 total_bbox = 60690, rewritten_bbox = 0.070852 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.284243, GIOU: 0.068673), Class: 0.401905, Obj: 0.001263, No Obj: 0.002098, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.440480, iou_loss = 3.560464, total_loss = 6.000944 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.346391, GIOU: 0.253365), Class: 0.600835, Obj: 0.003600, No Obj: 0.004088, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.503087, iou_loss = 0.218685, total_loss = 1.721772 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.575063, GIOU: 0.502837), Class: 0.492892, Obj: 0.013450, No Obj: 0.011312, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.390687, iou_loss = 0.022796, total_loss = 0.413483 total_bbox = 60703, rewritten_bbox = 0.070837 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.439358, GIOU: 0.402896), Class: 0.469008, Obj: 0.001603, No Obj: 0.001999, .5R: 0.500000, .75R: 0.000000, count: 8, class_loss = 2.621826, iou_loss = 6.507740, total_loss = 9.129566 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.152210, GIOU: 0.057171), Class: 0.596856, Obj: 0.003369, No Obj: 0.003942, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.210782, iou_loss = 0.039272, total_loss = 1.250054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011006, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.080166, iou_loss = 0.000000, total_loss = 0.080166 total_bbox = 60715, rewritten_bbox = 0.070823 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.495445, GIOU: 0.446201), Class: 0.471877, Obj: 0.002100, No Obj: 0.001997, .5R: 0.500000, .75R: 0.062500, count: 16, class_loss = 5.202008, iou_loss = 13.778145, total_loss = 18.980152 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.367280, GIOU: 0.336604), Class: 0.560220, Obj: 0.004089, No Obj: 0.003906, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.529153, iou_loss = 1.008549, total_loss = 2.537701 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010861, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.078484, iou_loss = 0.000000, total_loss = 0.078484 total_bbox = 60736, rewritten_bbox = 0.070798 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.251385, GIOU: 0.138111), Class: 0.487021, Obj: 0.001540, No Obj: 0.002158, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.903559, iou_loss = 10.745937, total_loss = 13.649497 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.338113, GIOU: 0.233790), Class: 0.587620, Obj: 0.004485, No Obj: 0.004046, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.504960, iou_loss = 0.365432, total_loss = 1.870393 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.179668, GIOU: 0.151861), Class: 0.391815, Obj: 0.011378, No Obj: 0.011136, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.416833, iou_loss = 0.007007, total_loss = 0.423840 total_bbox = 60751, rewritten_bbox = 0.070781 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.297120, GIOU: 0.220870), Class: 0.453631, Obj: 0.001703, No Obj: 0.002383, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.354913, iou_loss = 11.003265, total_loss = 13.358178 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.330180, GIOU: 0.266569), Class: 0.538223, Obj: 0.004642, No Obj: 0.004408, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.805650, iou_loss = 0.337921, total_loss = 3.143572 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.319148, GIOU: 0.219805), Class: 0.521494, Obj: 0.020621, No Obj: 0.012510, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.292425, iou_loss = 0.045891, total_loss = 1.338316 total_bbox = 60771, rewritten_bbox = 0.070757 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.313682, GIOU: 0.224110), Class: 0.467026, Obj: 0.001952, No Obj: 0.002407, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.975403, iou_loss = 3.679491, total_loss = 6.654894 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.358143, GIOU: 0.213969), Class: 0.584386, Obj: 0.004209, No Obj: 0.004499, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 4.775644, iou_loss = 1.270978, total_loss = 6.046622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.331378, GIOU: 0.280852), Class: 0.442281, Obj: 0.013734, No Obj: 0.012433, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.329395, iou_loss = 0.102825, total_loss = 3.432220 total_bbox = 60806, rewritten_bbox = 0.070717 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 216: 2.143333, 1.852554 avg loss, 0.000002 rate, 3.027125 seconds, 13824 images, 6.031906 hours left Loaded: 0.000061 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.275362, GIOU: 0.176419), Class: 0.431173, Obj: 0.001408, No Obj: 0.002497, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.438920, iou_loss = 5.604899, total_loss = 9.043819 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.226812, GIOU: 0.119325), Class: 0.620155, Obj: 0.003108, No Obj: 0.004478, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.626325, iou_loss = 0.031393, total_loss = 0.657717 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.107113, GIOU: 0.107113), Class: 0.518406, Obj: 0.012541, No Obj: 0.011672, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.392243, iou_loss = 0.001303, total_loss = 0.393545 total_bbox = 60819, rewritten_bbox = 0.070702 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.290670, GIOU: 0.166287), Class: 0.556945, Obj: 0.001084, No Obj: 0.002342, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.886296, iou_loss = 3.465543, total_loss = 5.351840 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.377736, GIOU: 0.290555), Class: 0.534355, Obj: 0.005931, No Obj: 0.004438, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.871276, iou_loss = 0.438231, total_loss = 2.309507 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.230725, GIOU: 0.087557), Class: 0.457802, Obj: 0.013590, No Obj: 0.012255, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.742196, iou_loss = 0.018922, total_loss = 1.761118 total_bbox = 60836, rewritten_bbox = 0.070682 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.268133, GIOU: 0.121207), Class: 0.502191, Obj: 0.001571, No Obj: 0.002397, .5R: 0.000000, .75R: 0.000000, count: 15, class_loss = 3.860216, iou_loss = 13.312038, total_loss = 17.172255 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.279068, GIOU: 0.066728), Class: 0.564210, Obj: 0.003729, No Obj: 0.004179, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.423835, iou_loss = 0.455136, total_loss = 2.878970 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011838, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.091326, iou_loss = 0.000000, total_loss = 0.091326 total_bbox = 60859, rewritten_bbox = 0.075585 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.388378, GIOU: 0.336080), Class: 0.464722, Obj: 0.001736, No Obj: 0.001965, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.660629, iou_loss = 2.135124, total_loss = 3.795753 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.330775, GIOU: 0.254629), Class: 0.562366, Obj: 0.004439, No Obj: 0.003839, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.531990, iou_loss = 0.178267, total_loss = 1.710256 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.039551, GIOU: 0.039551), Class: 0.598354, Obj: 0.014313, No Obj: 0.010789, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.359240, iou_loss = 0.000175, total_loss = 0.359415 total_bbox = 60870, rewritten_bbox = 0.075571 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.249959, GIOU: 0.111071), Class: 0.425948, Obj: 0.001229, No Obj: 0.001950, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.713380, iou_loss = 8.437403, total_loss = 11.150783 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.441152, GIOU: 0.441152), Class: 0.651804, Obj: 0.004850, No Obj: 0.003872, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.320171, iou_loss = 0.039594, total_loss = 0.359765 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.350471, GIOU: 0.350471), Class: 0.547236, Obj: 0.012993, No Obj: 0.010749, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.970878, iou_loss = 0.013673, total_loss = 0.984551 total_bbox = 60882, rewritten_bbox = 0.075556 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.466416, GIOU: 0.350737), Class: 0.491351, Obj: 0.001573, No Obj: 0.001977, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.305275, iou_loss = 6.751038, total_loss = 8.056314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.334504, GIOU: 0.154464), Class: 0.579988, Obj: 0.005088, No Obj: 0.003852, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.694079, iou_loss = 0.557597, total_loss = 3.251676 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.210858, GIOU: 0.210858), Class: 0.405805, Obj: 0.009695, No Obj: 0.010741, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.744833, iou_loss = 0.009948, total_loss = 0.754781 total_bbox = 60897, rewritten_bbox = 0.075537 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.347006, GIOU: 0.281189), Class: 0.467425, Obj: 0.003746, No Obj: 0.001995, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.005641, iou_loss = 3.933103, total_loss = 4.938744 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003983, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.044901, iou_loss = 0.000000, total_loss = 0.044901 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.442325, GIOU: 0.415791), Class: 0.695338, Obj: 0.008151, No Obj: 0.011305, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.633492, iou_loss = 0.006144, total_loss = 0.639637 total_bbox = 60902, rewritten_bbox = 0.075531 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.280994, GIOU: 0.280995), Class: 0.510656, Obj: 0.003749, No Obj: 0.001954, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.592681, iou_loss = 1.852857, total_loss = 3.445538 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.313542, GIOU: 0.185611), Class: 0.602369, Obj: 0.003969, No Obj: 0.003927, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.780921, iou_loss = 0.266650, total_loss = 2.047571 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.460127, GIOU: 0.450199), Class: 0.499185, Obj: 0.016484, No Obj: 0.010911, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384215, iou_loss = 0.049030, total_loss = 0.433245 total_bbox = 60914, rewritten_bbox = 0.075516 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.315662, GIOU: 0.222144), Class: 0.459564, Obj: 0.002078, No Obj: 0.001938, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.316094, iou_loss = 2.112966, total_loss = 4.429060 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.204351, GIOU: 0.041340), Class: 0.536555, Obj: 0.003446, No Obj: 0.003915, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.566902, iou_loss = 0.103571, total_loss = 1.670473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010708, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.076424, iou_loss = 0.000000, total_loss = 0.076424 total_bbox = 60926, rewritten_bbox = 0.075501 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.321668, GIOU: 0.173159), Class: 0.428205, Obj: 0.003848, No Obj: 0.001887, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.713290, iou_loss = 3.124812, total_loss = 5.838101 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.472564, GIOU: 0.387356), Class: 0.611048, Obj: 0.006519, No Obj: 0.003905, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.910293, iou_loss = 0.213753, total_loss = 1.124046 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.359019, GIOU: 0.356316), Class: 0.500165, Obj: 0.011162, No Obj: 0.010974, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.314836, iou_loss = 0.033495, total_loss = 1.348331 total_bbox = 60941, rewritten_bbox = 0.075483 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.303663, GIOU: 0.218697), Class: 0.476114, Obj: 0.001612, No Obj: 0.002190, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.258531, iou_loss = 5.445466, total_loss = 8.703997 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.261714, GIOU: 0.197203), Class: 0.640116, Obj: 0.002892, No Obj: 0.004012, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.461973, iou_loss = 0.207841, total_loss = 1.669814 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.314339, GIOU: 0.260994), Class: 0.548374, Obj: 0.009464, No Obj: 0.011061, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.576426, iou_loss = 0.049376, total_loss = 1.625802 total_bbox = 60961, rewritten_bbox = 0.075458 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.287736, GIOU: 0.203968), Class: 0.510063, Obj: 0.002397, No Obj: 0.002348, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 5.044397, iou_loss = 13.829172, total_loss = 18.873569 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.335338, GIOU: 0.294427), Class: 0.556080, Obj: 0.006330, No Obj: 0.004238, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.429003, iou_loss = 0.705429, total_loss = 3.134432 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.368663, GIOU: 0.172135), Class: 0.574195, Obj: 0.019600, No Obj: 0.011597, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.376601, iou_loss = 0.006837, total_loss = 0.383438 total_bbox = 60986, rewritten_bbox = 0.075427 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338909, GIOU: 0.288773), Class: 0.413622, Obj: 0.001918, No Obj: 0.002460, .5R: 0.133333, .75R: 0.066667, count: 15, class_loss = 5.150481, iou_loss = 18.800838, total_loss = 23.951321 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.205440, GIOU: -0.052078), Class: 0.558554, Obj: 0.005241, No Obj: 0.004340, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.946362, iou_loss = 0.030864, total_loss = 0.977227 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.419288, GIOU: 0.419288), Class: 0.378796, Obj: 0.008455, No Obj: 0.011384, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.769535, iou_loss = 0.019971, total_loss = 0.789506 total_bbox = 61006, rewritten_bbox = 0.075402 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.391266, GIOU: 0.324936), Class: 0.481547, Obj: 0.001112, No Obj: 0.002201, .5R: 0.333333, .75R: 0.083333, count: 12, class_loss = 3.909747, iou_loss = 13.799809, total_loss = 17.709557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.294458, GIOU: 0.100507), Class: 0.501105, Obj: 0.006008, No Obj: 0.004175, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.292987, iou_loss = 0.471017, total_loss = 1.764004 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.493376, GIOU: 0.473464), Class: 0.400245, Obj: 0.012271, No Obj: 0.011639, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.097988, iou_loss = 0.041229, total_loss = 1.139217 total_bbox = 61025, rewritten_bbox = 0.075379 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.264547, GIOU: 0.143052), Class: 0.456535, Obj: 0.001290, No Obj: 0.001944, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.681542, iou_loss = 2.442421, total_loss = 4.123963 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.302378, GIOU: 0.034285), Class: 0.666949, Obj: 0.002453, No Obj: 0.003837, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.595121, iou_loss = 0.033121, total_loss = 0.628242 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.434920, GIOU: 0.434920), Class: 0.520685, Obj: 0.005778, No Obj: 0.010787, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.714477, iou_loss = 0.040090, total_loss = 0.754567 total_bbox = 61034, rewritten_bbox = 0.075368 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.288090, GIOU: 0.161476), Class: 0.427508, Obj: 0.001948, No Obj: 0.001885, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.709149, iou_loss = 4.207381, total_loss = 5.916530 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003903, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.044873, iou_loss = 0.000000, total_loss = 0.044873 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010710, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.076291, iou_loss = 0.000000, total_loss = 0.076291 total_bbox = 61039, rewritten_bbox = 0.075362 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 217: 1.575442, 1.824843 avg loss, 0.000002 rate, 3.077158 seconds, 13888 images, 6.020224 hours left Loaded: 0.000049 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.311538, GIOU: 0.216104), Class: 0.495670, Obj: 0.001421, No Obj: 0.002030, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.941115, iou_loss = 3.128663, total_loss = 5.069778 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.303178, GIOU: 0.267486), Class: 0.504838, Obj: 0.004708, No Obj: 0.003881, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.923245, iou_loss = 0.299192, total_loss = 2.222437 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.508639, GIOU: 0.508639), Class: 0.361518, Obj: 0.007077, No Obj: 0.010551, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.421072, iou_loss = 0.028975, total_loss = 0.450047 total_bbox = 61052, rewritten_bbox = 0.075346 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.454563, GIOU: 0.389799), Class: 0.552617, Obj: 0.002743, No Obj: 0.001927, .5R: 0.500000, .75R: 0.000000, count: 8, class_loss = 2.451076, iou_loss = 3.986768, total_loss = 6.437843 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.237403, GIOU: 0.066277), Class: 0.453867, Obj: 0.004939, No Obj: 0.003843, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.982317, iou_loss = 0.240653, total_loss = 2.222970 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010545, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.075685, iou_loss = 0.000000, total_loss = 0.075685 total_bbox = 61066, rewritten_bbox = 0.075328 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363125, GIOU: 0.254387), Class: 0.491397, Obj: 0.001312, No Obj: 0.002110, .5R: 0.357143, .75R: 0.071429, count: 14, class_loss = 4.478368, iou_loss = 23.264946, total_loss = 27.743315 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.295765, GIOU: 0.295765), Class: 0.526074, Obj: 0.004241, No Obj: 0.003893, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.653796, iou_loss = 0.122953, total_loss = 0.776749 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.312262, GIOU: 0.262606), Class: 0.475160, Obj: 0.007878, No Obj: 0.010622, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.706220, iou_loss = 0.018113, total_loss = 0.724333 total_bbox = 61084, rewritten_bbox = 0.075306 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.396851, GIOU: 0.376313), Class: 0.559145, Obj: 0.002138, No Obj: 0.002340, .5R: 0.285714, .75R: 0.000000, count: 14, class_loss = 4.267964, iou_loss = 9.521643, total_loss = 13.789606 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.289889, GIOU: 0.236223), Class: 0.530622, Obj: 0.005723, No Obj: 0.004363, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.794974, iou_loss = 0.505482, total_loss = 3.300456 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.195617, GIOU: 0.195617), Class: 0.407983, Obj: 0.013297, No Obj: 0.012498, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.433274, iou_loss = 0.004291, total_loss = 0.437566 total_bbox = 61108, rewritten_bbox = 0.075277 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.305449, GIOU: 0.196807), Class: 0.420725, Obj: 0.001909, No Obj: 0.002297, .5R: 0.133333, .75R: 0.000000, count: 15, class_loss = 5.087719, iou_loss = 17.692087, total_loss = 22.779806 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.194336, GIOU: 0.063695), Class: 0.520180, Obj: 0.003107, No Obj: 0.004183, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.667704, iou_loss = 0.019132, total_loss = 0.686836 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.445307, GIOU: 0.431160), Class: 0.463738, Obj: 0.011623, No Obj: 0.011911, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.689130, iou_loss = 0.044402, total_loss = 1.733532 total_bbox = 61130, rewritten_bbox = 0.075249 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.403767, GIOU: 0.288545), Class: 0.448785, Obj: 0.001946, No Obj: 0.002393, .5R: 0.428571, .75R: 0.000000, count: 14, class_loss = 4.691113, iou_loss = 23.992630, total_loss = 28.683743 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.328688, GIOU: 0.231619), Class: 0.523203, Obj: 0.006644, No Obj: 0.004170, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.798215, iou_loss = 0.545173, total_loss = 3.343388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.203957, GIOU: 0.039082), Class: 0.436589, Obj: 0.009908, No Obj: 0.011960, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.074508, iou_loss = 0.010303, total_loss = 1.084811 total_bbox = 61156, rewritten_bbox = 0.075217 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.315273, GIOU: 0.291832), Class: 0.543162, Obj: 0.001259, No Obj: 0.002178, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.979412, iou_loss = 2.624403, total_loss = 3.603815 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.382298, GIOU: 0.257388), Class: 0.622500, Obj: 0.005688, No Obj: 0.004180, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.472189, iou_loss = 0.283080, total_loss = 1.755268 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.290919, GIOU: 0.290919), Class: 0.420440, Obj: 0.007994, No Obj: 0.011523, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.416956, iou_loss = 0.009448, total_loss = 0.426404 total_bbox = 61165, rewritten_bbox = 0.075206 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.437036, GIOU: 0.405155), Class: 0.532852, Obj: 0.003038, No Obj: 0.002546, .5R: 0.411765, .75R: 0.058824, count: 17, class_loss = 5.326053, iou_loss = 14.618111, total_loss = 19.944164 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.334498, GIOU: 0.232393), Class: 0.546716, Obj: 0.004157, No Obj: 0.004403, .5R: 0.117647, .75R: 0.000000, count: 17, class_loss = 5.176905, iou_loss = 0.852621, total_loss = 6.029525 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.273354, GIOU: 0.219639), Class: 0.555961, Obj: 0.010767, No Obj: 0.011577, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.161554, iou_loss = 0.041231, total_loss = 2.202785 total_bbox = 61206, rewritten_bbox = 0.075156 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.346114, GIOU: 0.276538), Class: 0.510075, Obj: 0.002086, No Obj: 0.001886, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.852454, iou_loss = 7.624763, total_loss = 10.477218 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.400639, GIOU: 0.254332), Class: 0.534205, Obj: 0.004346, No Obj: 0.003773, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.564975, iou_loss = 0.342022, total_loss = 1.906997 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.152290, GIOU: 0.152290), Class: 0.354247, Obj: 0.007546, No Obj: 0.010422, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.422679, iou_loss = 0.002571, total_loss = 0.425250 total_bbox = 61221, rewritten_bbox = 0.075138 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.350558, GIOU: 0.289105), Class: 0.436746, Obj: 0.002125, No Obj: 0.002005, .5R: 0.250000, .75R: 0.000000, count: 16, class_loss = 5.335634, iou_loss = 9.547436, total_loss = 14.883070 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.260833, GIOU: 0.209145), Class: 0.581531, Obj: 0.003767, No Obj: 0.003871, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.821058, iou_loss = 0.212350, total_loss = 2.033408 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.376743, GIOU: 0.370696), Class: 0.551627, Obj: 0.006522, No Obj: 0.010943, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.677412, iou_loss = 0.032169, total_loss = 0.709581 total_bbox = 61245, rewritten_bbox = 0.075108 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.344344, GIOU: 0.124984), Class: 0.451875, Obj: 0.002050, No Obj: 0.002032, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.361988, iou_loss = 1.156572, total_loss = 2.518560 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.140284, GIOU: -0.069607), Class: 0.550889, Obj: 0.005136, No Obj: 0.004024, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.941041, iou_loss = 0.022181, total_loss = 0.963222 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.428932, GIOU: 0.397095), Class: 0.533726, Obj: 0.006525, No Obj: 0.010756, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.610955, iou_loss = 0.044127, total_loss = 1.655082 total_bbox = 61257, rewritten_bbox = 0.075093 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.268335, GIOU: 0.199138), Class: 0.459845, Obj: 0.001757, No Obj: 0.002249, .5R: 0.000000, .75R: 0.000000, count: 17, class_loss = 5.597228, iou_loss = 25.433758, total_loss = 31.030985 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.315503, GIOU: 0.224098), Class: 0.587893, Obj: 0.005966, No Obj: 0.004030, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.667652, iou_loss = 0.376781, total_loss = 3.044433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.639606, GIOU: 0.620924), Class: 0.457851, Obj: 0.008430, No Obj: 0.011181, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.724107, iou_loss = 0.122385, total_loss = 0.846492 total_bbox = 61285, rewritten_bbox = 0.075059 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283322, GIOU: 0.175900), Class: 0.469683, Obj: 0.002815, No Obj: 0.002332, .5R: 0.066667, .75R: 0.000000, count: 15, class_loss = 4.925784, iou_loss = 8.987749, total_loss = 13.913533 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.285500, GIOU: 0.187389), Class: 0.553195, Obj: 0.005644, No Obj: 0.004182, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.843635, iou_loss = 0.533724, total_loss = 2.377359 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011787, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.091083, iou_loss = 0.000000, total_loss = 0.091083 total_bbox = 61306, rewritten_bbox = 0.075033 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.368285, GIOU: 0.270421), Class: 0.440760, Obj: 0.002215, No Obj: 0.002330, .5R: 0.166667, .75R: 0.000000, count: 18, class_loss = 6.019311, iou_loss = 13.863434, total_loss = 19.882746 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.335804, GIOU: 0.258481), Class: 0.622550, Obj: 0.003611, No Obj: 0.004234, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 3.469436, iou_loss = 0.632085, total_loss = 4.101521 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.416075, GIOU: 0.404045), Class: 0.528827, Obj: 0.011567, No Obj: 0.012589, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.542943, iou_loss = 0.153611, total_loss = 2.696554 total_bbox = 61344, rewritten_bbox = 0.074987 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.315038, GIOU: 0.242653), Class: 0.477648, Obj: 0.002432, No Obj: 0.002399, .5R: 0.285714, .75R: 0.000000, count: 14, class_loss = 4.582132, iou_loss = 17.328197, total_loss = 21.910330 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.215256, GIOU: 0.119600), Class: 0.471496, Obj: 0.004011, No Obj: 0.004143, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.646062, iou_loss = 0.171803, total_loss = 1.817865 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.389112, GIOU: 0.329053), Class: 0.483920, Obj: 0.005011, No Obj: 0.011583, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.031444, iou_loss = 0.013582, total_loss = 1.045026 total_bbox = 61366, rewritten_bbox = 0.074960 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.365173, GIOU: 0.246228), Class: 0.451629, Obj: 0.002863, No Obj: 0.002377, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.643390, iou_loss = 11.375991, total_loss = 16.019381 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.270690, GIOU: 0.108123), Class: 0.587012, Obj: 0.003073, No Obj: 0.004347, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.680286, iou_loss = 0.385336, total_loss = 3.065622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.340232, GIOU: 0.311358), Class: 0.507808, Obj: 0.008932, No Obj: 0.011805, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.012487, iou_loss = 0.043344, total_loss = 1.055831 total_bbox = 61392, rewritten_bbox = 0.074928 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 218: 2.380727, 1.880431 avg loss, 0.000002 rate, 3.154657 seconds, 13952 images, 6.009454 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302712, GIOU: 0.264092), Class: 0.470004, Obj: 0.001277, No Obj: 0.001919, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.324350, iou_loss = 3.904415, total_loss = 5.228765 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003868, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.043628, iou_loss = 0.000000, total_loss = 0.043628 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010758, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.075791, iou_loss = 0.000000, total_loss = 0.075791 total_bbox = 61396, rewritten_bbox = 0.074923 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363445, GIOU: 0.323662), Class: 0.471387, Obj: 0.001255, No Obj: 0.001888, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.651027, iou_loss = 3.147898, total_loss = 4.798925 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.269837, GIOU: 0.109905), Class: 0.557645, Obj: 0.006098, No Obj: 0.003758, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.936013, iou_loss = 0.058245, total_loss = 0.994258 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.191220, GIOU: 0.191220), Class: 0.317314, Obj: 0.013110, No Obj: 0.010599, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.435602, iou_loss = 0.004037, total_loss = 0.439640 total_bbox = 61405, rewritten_bbox = 0.074912 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.352172, GIOU: 0.269441), Class: 0.501121, Obj: 0.002554, No Obj: 0.001999, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.554339, iou_loss = 3.003454, total_loss = 5.557793 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.381700, GIOU: 0.267899), Class: 0.584272, Obj: 0.002703, No Obj: 0.003783, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.505615, iou_loss = 0.468187, total_loss = 1.973802 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.230633, GIOU: 0.230633), Class: 0.379813, Obj: 0.014550, No Obj: 0.010892, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.417294, iou_loss = 0.005907, total_loss = 0.423201 total_bbox = 61419, rewritten_bbox = 0.074895 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.298167, GIOU: 0.240015), Class: 0.464612, Obj: 0.002655, No Obj: 0.002404, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.927085, iou_loss = 11.681615, total_loss = 15.608700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.254983, GIOU: 0.235129), Class: 0.610134, Obj: 0.005377, No Obj: 0.004244, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.622774, iou_loss = 0.036217, total_loss = 0.658991 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.242728, GIOU: 0.204838), Class: 0.537010, Obj: 0.004827, No Obj: 0.011541, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.707062, iou_loss = 0.006762, total_loss = 0.713823 total_bbox = 61435, rewritten_bbox = 0.074876 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.402600, GIOU: 0.344783), Class: 0.490277, Obj: 0.002175, No Obj: 0.002326, .5R: 0.454545, .75R: 0.090909, count: 11, class_loss = 3.538640, iou_loss = 19.572851, total_loss = 23.111492 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.253004, GIOU: 0.177908), Class: 0.569187, Obj: 0.005378, No Obj: 0.004329, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.536490, iou_loss = 0.108164, total_loss = 1.644654 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.313570, GIOU: 0.188889), Class: 0.483789, Obj: 0.020566, No Obj: 0.012493, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.715470, iou_loss = 0.022550, total_loss = 0.738019 total_bbox = 61453, rewritten_bbox = 0.074854 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.311141, GIOU: 0.260539), Class: 0.485016, Obj: 0.001563, No Obj: 0.002372, .5R: 0.071429, .75R: 0.000000, count: 14, class_loss = 4.520702, iou_loss = 11.926579, total_loss = 16.447281 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.453917, GIOU: 0.398685), Class: 0.561911, Obj: 0.003909, No Obj: 0.004093, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.544211, iou_loss = 0.316124, total_loss = 1.860336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.404976, GIOU: 0.359102), Class: 0.513191, Obj: 0.009866, No Obj: 0.011251, .5R: 0.250000, .75R: 0.250000, count: 8, class_loss = 2.525234, iou_loss = 0.113086, total_loss = 2.638320 total_bbox = 61480, rewritten_bbox = 0.074821 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.367887, GIOU: 0.280471), Class: 0.446595, Obj: 0.001810, No Obj: 0.002346, .5R: 0.157895, .75R: 0.000000, count: 19, class_loss = 6.308805, iou_loss = 48.606285, total_loss = 54.915089 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.310708, GIOU: 0.111326), Class: 0.555251, Obj: 0.003752, No Obj: 0.004155, .5R: 0.071429, .75R: 0.000000, count: 14, class_loss = 4.237134, iou_loss = 0.580906, total_loss = 4.818040 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.317533, GIOU: 0.241076), Class: 0.495225, Obj: 0.007055, No Obj: 0.011708, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.335297, iou_loss = 0.038578, total_loss = 1.373876 total_bbox = 61517, rewritten_bbox = 0.074776 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.405151, GIOU: 0.310641), Class: 0.494931, Obj: 0.001504, No Obj: 0.002304, .5R: 0.416667, .75R: 0.083333, count: 12, class_loss = 3.868182, iou_loss = 18.491520, total_loss = 22.359703 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.296859, GIOU: 0.106541), Class: 0.630536, Obj: 0.004738, No Obj: 0.004203, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.177288, iou_loss = 0.330312, total_loss = 3.507600 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.323518, GIOU: 0.236219), Class: 0.495363, Obj: 0.013149, No Obj: 0.012163, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.257825, iou_loss = 0.093476, total_loss = 2.351301 total_bbox = 61547, rewritten_bbox = 0.074740 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.254052, GIOU: 0.017715), Class: 0.573547, Obj: 0.004261, No Obj: 0.002450, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.659375, iou_loss = 2.137147, total_loss = 2.796522 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.353477, GIOU: 0.221623), Class: 0.598958, Obj: 0.005873, No Obj: 0.004238, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.107244, iou_loss = 0.755705, total_loss = 4.862950 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.384212, GIOU: 0.355916), Class: 0.520698, Obj: 0.012038, No Obj: 0.011771, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.831504, iou_loss = 0.180863, total_loss = 3.012367 total_bbox = 61572, rewritten_bbox = 0.074709 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.412398, GIOU: 0.316216), Class: 0.504700, Obj: 0.002781, No Obj: 0.002341, .5R: 0.307692, .75R: 0.000000, count: 13, class_loss = 3.792085, iou_loss = 13.807330, total_loss = 17.599415 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349715, GIOU: 0.222932), Class: 0.566546, Obj: 0.005980, No Obj: 0.004074, .5R: 0.250000, .75R: 0.062500, count: 16, class_loss = 4.778803, iou_loss = 1.948464, total_loss = 6.727267 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.364357, GIOU: 0.306885), Class: 0.441281, Obj: 0.014557, No Obj: 0.011379, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.036114, iou_loss = 0.106309, total_loss = 2.142423 total_bbox = 61607, rewritten_bbox = 0.076290 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.365408, GIOU: 0.316807), Class: 0.509302, Obj: 0.001946, No Obj: 0.002131, .5R: 0.300000, .75R: 0.000000, count: 10, class_loss = 3.195519, iou_loss = 11.415321, total_loss = 14.610841 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.288751, GIOU: 0.129411), Class: 0.543729, Obj: 0.005651, No Obj: 0.003929, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.757948, iou_loss = 0.313240, total_loss = 3.071188 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.308330, GIOU: 0.306173), Class: 0.479281, Obj: 0.005882, No Obj: 0.010494, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.350943, iou_loss = 0.044123, total_loss = 1.395066 total_bbox = 61630, rewritten_bbox = 0.076262 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.371655, GIOU: 0.310900), Class: 0.462859, Obj: 0.001848, No Obj: 0.001902, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.627278, iou_loss = 3.209419, total_loss = 5.836697 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.227078, GIOU: 0.124098), Class: 0.548251, Obj: 0.006646, No Obj: 0.003775, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.536452, iou_loss = 0.160410, total_loss = 1.696862 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010275, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.069840, iou_loss = 0.000000, total_loss = 0.069840 total_bbox = 61643, rewritten_bbox = 0.076245 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.405140, GIOU: 0.338664), Class: 0.460647, Obj: 0.001567, No Obj: 0.001844, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.321863, iou_loss = 6.797033, total_loss = 9.118896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.275131, GIOU: 0.204082), Class: 0.596071, Obj: 0.004594, No Obj: 0.003723, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.485293, iou_loss = 0.185054, total_loss = 1.670347 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.266837, GIOU: 0.266836), Class: 0.365906, Obj: 0.015751, No Obj: 0.010317, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.414852, iou_loss = 0.008006, total_loss = 0.422858 total_bbox = 61656, rewritten_bbox = 0.076229 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.312651, GIOU: 0.208134), Class: 0.512921, Obj: 0.001794, No Obj: 0.002154, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.528119, iou_loss = 4.781207, total_loss = 7.309326 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249283, GIOU: 0.123112), Class: 0.519097, Obj: 0.006885, No Obj: 0.004059, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.274440, iou_loss = 0.082244, total_loss = 1.356683 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.313113, GIOU: 0.313113), Class: 0.462637, Obj: 0.012650, No Obj: 0.011273, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.030721, iou_loss = 0.010602, total_loss = 1.041323 total_bbox = 61671, rewritten_bbox = 0.076211 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.377637, GIOU: 0.295821), Class: 0.473523, Obj: 0.002319, No Obj: 0.002283, .5R: 0.062500, .75R: 0.000000, count: 16, class_loss = 5.205899, iou_loss = 17.041618, total_loss = 22.247517 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.238150, GIOU: 0.154854), Class: 0.502454, Obj: 0.004256, No Obj: 0.004146, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.289820, iou_loss = 0.234642, total_loss = 1.524461 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011675, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.089736, iou_loss = 0.000000, total_loss = 0.089736 total_bbox = 61691, rewritten_bbox = 0.076186 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.362304, GIOU: 0.303619), Class: 0.491251, Obj: 0.002155, No Obj: 0.002366, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.551989, iou_loss = 6.184190, total_loss = 9.736178 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.301049, GIOU: 0.190248), Class: 0.527806, Obj: 0.005360, No Obj: 0.004402, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.349355, iou_loss = 0.536613, total_loss = 4.885969 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.317518, GIOU: 0.284959), Class: 0.494688, Obj: 0.011297, No Obj: 0.012653, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.955660, iou_loss = 0.052272, total_loss = 2.007932 total_bbox = 61722, rewritten_bbox = 0.076148 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 219: 2.198524, 1.912240 avg loss, 0.000002 rate, 3.157821 seconds, 14016 images, 6.000028 hours left Loaded: 0.177614 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.288381, GIOU: 0.155308), Class: 0.457017, Obj: 0.003387, No Obj: 0.002409, .5R: 0.142857, .75R: 0.071429, count: 14, class_loss = 4.617857, iou_loss = 25.480684, total_loss = 30.098541 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.281155, GIOU: 0.121573), Class: 0.547884, Obj: 0.004120, No Obj: 0.004127, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.252125, iou_loss = 0.194776, total_loss = 1.446902 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.347013, GIOU: 0.347013), Class: 0.556852, Obj: 0.019160, No Obj: 0.010879, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.948930, iou_loss = 0.018369, total_loss = 0.967299 total_bbox = 61743, rewritten_bbox = 0.076122 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.403151, GIOU: 0.358810), Class: 0.507632, Obj: 0.002888, No Obj: 0.002106, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.809087, iou_loss = 14.114843, total_loss = 17.923931 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.239470, GIOU: 0.158831), Class: 0.571140, Obj: 0.003524, No Obj: 0.003831, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.811969, iou_loss = 0.172410, total_loss = 1.984379 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.240473, GIOU: 0.181247), Class: 0.584631, Obj: 0.016487, No Obj: 0.010616, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.653647, iou_loss = 0.031805, total_loss = 0.685452 total_bbox = 61763, rewritten_bbox = 0.076097 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.313634, GIOU: 0.225620), Class: 0.466806, Obj: 0.002690, No Obj: 0.002336, .5R: 0.222222, .75R: 0.000000, count: 18, class_loss = 5.897845, iou_loss = 20.156342, total_loss = 26.054186 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.270968, GIOU: 0.148723), Class: 0.513587, Obj: 0.003993, No Obj: 0.004038, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.589704, iou_loss = 0.148446, total_loss = 1.738150 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.262897, GIOU: 0.143070), Class: 0.460660, Obj: 0.008975, No Obj: 0.011279, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.730373, iou_loss = 0.008179, total_loss = 0.738552 total_bbox = 61788, rewritten_bbox = 0.076067 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.418535, GIOU: 0.377629), Class: 0.498020, Obj: 0.002223, No Obj: 0.002324, .5R: 0.266667, .75R: 0.000000, count: 15, class_loss = 4.784339, iou_loss = 12.317425, total_loss = 17.101765 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.361450, GIOU: 0.339387), Class: 0.529641, Obj: 0.003301, No Obj: 0.004006, .5R: 0.300000, .75R: 0.000000, count: 10, class_loss = 3.122618, iou_loss = 0.808955, total_loss = 3.931573 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.334815, GIOU: 0.140646), Class: 0.547974, Obj: 0.005409, No Obj: 0.010996, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.679800, iou_loss = 0.007906, total_loss = 0.687706 total_bbox = 61815, rewritten_bbox = 0.076033 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.331031, GIOU: 0.247920), Class: 0.439536, Obj: 0.002293, No Obj: 0.002375, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.689538, iou_loss = 13.839497, total_loss = 17.529036 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.389822, GIOU: 0.236908), Class: 0.518074, Obj: 0.005610, No Obj: 0.004055, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.269499, iou_loss = 0.264322, total_loss = 1.533821 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.171550, GIOU: 0.007137), Class: 0.373442, Obj: 0.014011, No Obj: 0.010446, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.754945, iou_loss = 0.004850, total_loss = 0.759795 total_bbox = 61832, rewritten_bbox = 0.076012 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.441816, GIOU: 0.369876), Class: 0.478222, Obj: 0.002981, No Obj: 0.002386, .5R: 0.250000, .75R: 0.125000, count: 8, class_loss = 2.624050, iou_loss = 11.476984, total_loss = 14.101034 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.286754, GIOU: 0.117547), Class: 0.597806, Obj: 0.004615, No Obj: 0.004094, .5R: 0.000000, .75R: 0.000000, count: 11, class_loss = 3.243077, iou_loss = 0.249187, total_loss = 3.492264 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.348902, GIOU: 0.338772), Class: 0.451658, Obj: 0.013334, No Obj: 0.011685, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.047660, iou_loss = 0.082129, total_loss = 1.129789 total_bbox = 61854, rewritten_bbox = 0.075985 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.369256, GIOU: 0.319753), Class: 0.446523, Obj: 0.001964, No Obj: 0.002354, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.656231, iou_loss = 13.251888, total_loss = 17.908119 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.333629, GIOU: 0.229777), Class: 0.605733, Obj: 0.005922, No Obj: 0.004211, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.772136, iou_loss = 0.383530, total_loss = 2.155666 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.195501, GIOU: 0.193233), Class: 0.458612, Obj: 0.013865, No Obj: 0.012378, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.394168, iou_loss = 0.017299, total_loss = 1.411467 total_bbox = 61878, rewritten_bbox = 0.075956 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.376505, GIOU: 0.273753), Class: 0.533277, Obj: 0.002334, No Obj: 0.002234, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.596341, iou_loss = 3.434805, total_loss = 5.031147 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.283616, GIOU: 0.212948), Class: 0.589213, Obj: 0.004154, No Obj: 0.004073, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.108761, iou_loss = 0.172895, total_loss = 2.281657 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.294327, GIOU: 0.278935), Class: 0.566932, Obj: 0.008849, No Obj: 0.011790, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.262766, iou_loss = 0.018095, total_loss = 1.280861 total_bbox = 61894, rewritten_bbox = 0.075936 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.235409, GIOU: 0.155435), Class: 0.399973, Obj: 0.000684, No Obj: 0.001916, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.772128, iou_loss = 10.713653, total_loss = 13.485781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003680, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.039241, iou_loss = 0.000000, total_loss = 0.039241 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010241, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.070990, iou_loss = 0.000000, total_loss = 0.070990 total_bbox = 61902, rewritten_bbox = 0.075926 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.321975, GIOU: 0.271421), Class: 0.444143, Obj: 0.000905, No Obj: 0.001878, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.018809, iou_loss = 4.726038, total_loss = 6.744847 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003803, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.041969, iou_loss = 0.000000, total_loss = 0.041969 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.417669, GIOU: 0.393291), Class: 0.502537, Obj: 0.012667, No Obj: 0.010427, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.683957, iou_loss = 0.004699, total_loss = 0.688655 total_bbox = 61910, rewritten_bbox = 0.075917 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.306883, GIOU: 0.098571), Class: 0.529121, Obj: 0.000910, No Obj: 0.002029, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.848145, iou_loss = 5.861323, total_loss = 8.709469 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.266407, GIOU: 0.198463), Class: 0.631482, Obj: 0.005018, No Obj: 0.003718, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.320566, iou_loss = 0.024735, total_loss = 0.345301 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.359863, GIOU: 0.346606), Class: 0.401838, Obj: 0.011864, No Obj: 0.010418, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.077033, iou_loss = 0.014171, total_loss = 1.091203 total_bbox = 61923, rewritten_bbox = 0.075901 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.242512, GIOU: 0.172631), Class: 0.436667, Obj: 0.001705, No Obj: 0.002152, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.052938, iou_loss = 8.329475, total_loss = 10.382413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.363217, GIOU: 0.127592), Class: 0.603530, Obj: 0.009614, No Obj: 0.003957, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 0.900235, iou_loss = 0.134310, total_loss = 1.034544 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.288793, GIOU: 0.243499), Class: 0.491403, Obj: 0.008793, No Obj: 0.011078, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.705324, iou_loss = 0.042152, total_loss = 0.747476 total_bbox = 61934, rewritten_bbox = 0.075887 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.344629, GIOU: 0.189564), Class: 0.459914, Obj: 0.001440, No Obj: 0.002181, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.640218, iou_loss = 10.158918, total_loss = 12.799136 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.401565, GIOU: 0.293358), Class: 0.616561, Obj: 0.003773, No Obj: 0.004030, .5R: 0.285714, .75R: 0.142857, count: 7, class_loss = 2.052836, iou_loss = 0.349831, total_loss = 2.402668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.372103, GIOU: 0.320905), Class: 0.457638, Obj: 0.015789, No Obj: 0.011226, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.308834, iou_loss = 0.065967, total_loss = 2.374802 total_bbox = 61956, rewritten_bbox = 0.075860 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.343844, GIOU: 0.179976), Class: 0.493187, Obj: 0.002707, No Obj: 0.002166, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.141666, iou_loss = 12.746418, total_loss = 16.888084 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271890, GIOU: 0.197718), Class: 0.617349, Obj: 0.003704, No Obj: 0.004018, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.909835, iou_loss = 0.040554, total_loss = 0.950390 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.332247, GIOU: 0.332247), Class: 0.416862, Obj: 0.016338, No Obj: 0.011337, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.390553, iou_loss = 0.057610, total_loss = 1.448163 total_bbox = 61976, rewritten_bbox = 0.075836 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.353039, GIOU: 0.307123), Class: 0.537774, Obj: 0.002224, No Obj: 0.002318, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.529889, iou_loss = 2.547435, total_loss = 5.077324 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.232522, GIOU: 0.114921), Class: 0.520985, Obj: 0.005688, No Obj: 0.004321, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.126919, iou_loss = 0.205505, total_loss = 3.332424 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.257112, GIOU: 0.220528), Class: 0.489347, Obj: 0.008960, No Obj: 0.012305, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.034479, iou_loss = 0.028647, total_loss = 1.063125 total_bbox = 61997, rewritten_bbox = 0.075810 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302850, GIOU: 0.162826), Class: 0.504869, Obj: 0.002199, No Obj: 0.002124, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.930795, iou_loss = 4.438863, total_loss = 6.369658 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.424055, GIOU: 0.369011), Class: 0.598293, Obj: 0.003889, No Obj: 0.003805, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.089213, iou_loss = 0.323955, total_loss = 2.413168 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.346347, GIOU: 0.291797), Class: 0.475248, Obj: 0.008794, No Obj: 0.010775, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.290711, iou_loss = 0.059410, total_loss = 2.350121 total_bbox = 62017, rewritten_bbox = 0.075786 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 220: 1.996475, 1.920664 avg loss, 0.000002 rate, 3.070557 seconds, 14080 images, 5.990737 hours left Resizing, random_coef = 1.40 320 x 320 try to allocate additional workspace_size = 65.72 MB CUDA allocate done! Loaded: 1.923275 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.367308, GIOU: 0.287177), Class: 0.474025, Obj: 0.001726, No Obj: 0.001944, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.597410, iou_loss = 8.699780, total_loss = 11.297190 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.266871, GIOU: 0.154028), Class: 0.491774, Obj: 0.007576, No Obj: 0.003655, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.645168, iou_loss = 0.023001, total_loss = 0.668169 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009831, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.037409, iou_loss = 0.000000, total_loss = 0.037409 total_bbox = 62027, rewritten_bbox = 0.075773 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.407184, GIOU: 0.335817), Class: 0.467823, Obj: 0.001596, No Obj: 0.001910, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 1.953444, iou_loss = 2.125478, total_loss = 4.078922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.307384, GIOU: 0.255933), Class: 0.488748, Obj: 0.005851, No Obj: 0.003650, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.302941, iou_loss = 0.094821, total_loss = 1.397762 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.194654, GIOU: 0.194654), Class: 0.292876, Obj: 0.010048, No Obj: 0.009953, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.407852, iou_loss = 0.002463, total_loss = 0.410315 total_bbox = 62038, rewritten_bbox = 0.075760 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.297665, GIOU: 0.252315), Class: 0.346893, Obj: 0.003299, No Obj: 0.001913, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.092585, iou_loss = 4.170621, total_loss = 5.263206 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003661, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.023144, iou_loss = 0.000000, total_loss = 0.023144 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009908, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.038704, iou_loss = 0.000000, total_loss = 0.038704 total_bbox = 62041, rewritten_bbox = 0.075756 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.347073, GIOU: 0.279507), Class: 0.534370, Obj: 0.001992, No Obj: 0.002255, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.792732, iou_loss = 3.945893, total_loss = 6.738626 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.330624, GIOU: 0.254533), Class: 0.570173, Obj: 0.003626, No Obj: 0.004079, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 2.989153, iou_loss = 0.212370, total_loss = 3.201523 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.255694, GIOU: 0.120219), Class: 0.517497, Obj: 0.009655, No Obj: 0.011597, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.963658, iou_loss = 0.006522, total_loss = 0.970180 total_bbox = 62063, rewritten_bbox = 0.075730 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.236557, GIOU: 0.161790), Class: 0.489192, Obj: 0.002558, No Obj: 0.002391, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.147941, iou_loss = 6.415740, total_loss = 10.563681 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.396691, GIOU: 0.180643), Class: 0.594233, Obj: 0.002180, No Obj: 0.003989, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.481657, iou_loss = 0.129053, total_loss = 1.610710 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.198194, GIOU: 0.012920), Class: 0.471640, Obj: 0.006493, No Obj: 0.011269, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.002449, iou_loss = 0.008404, total_loss = 1.010853 total_bbox = 62084, rewritten_bbox = 0.075704 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.278756, GIOU: 0.169634), Class: 0.484188, Obj: 0.002363, No Obj: 0.002132, .5R: 0.111111, .75R: 0.000000, count: 18, class_loss = 5.769037, iou_loss = 14.779842, total_loss = 20.548880 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.325010, GIOU: 0.150346), Class: 0.474302, Obj: 0.005617, No Obj: 0.003855, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.587593, iou_loss = 0.228725, total_loss = 2.816319 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.161958, GIOU: 0.148019), Class: 0.410468, Obj: 0.026764, No Obj: 0.010127, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.697447, iou_loss = 0.005693, total_loss = 0.703140 total_bbox = 62112, rewritten_bbox = 0.075670 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.397630, GIOU: 0.291096), Class: 0.485954, Obj: 0.002869, No Obj: 0.002255, .5R: 0.444444, .75R: 0.111111, count: 9, class_loss = 2.902764, iou_loss = 4.091752, total_loss = 6.994515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.294832, GIOU: 0.230574), Class: 0.549465, Obj: 0.005404, No Obj: 0.004262, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.426285, iou_loss = 0.253752, total_loss = 2.680037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.278561, GIOU: 0.161459), Class: 0.480299, Obj: 0.014811, No Obj: 0.011482, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.671752, iou_loss = 0.005426, total_loss = 0.677177 total_bbox = 62131, rewritten_bbox = 0.075647 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.385689, GIOU: 0.298307), Class: 0.504284, Obj: 0.001668, No Obj: 0.002326, .5R: 0.200000, .75R: 0.100000, count: 20, class_loss = 6.363859, iou_loss = 10.399128, total_loss = 16.762987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.154777, GIOU: 0.154777), Class: 0.495407, Obj: 0.004354, No Obj: 0.004203, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.966599, iou_loss = 0.040528, total_loss = 1.007127 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011071, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.046870, iou_loss = 0.000000, total_loss = 0.046870 total_bbox = 62154, rewritten_bbox = 0.075619 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302482, GIOU: 0.222985), Class: 0.479160, Obj: 0.002795, No Obj: 0.002203, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.221982, iou_loss = 2.678686, total_loss = 5.900668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.195870, GIOU: 0.191363), Class: 0.395237, Obj: 0.002383, No Obj: 0.003853, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.365335, iou_loss = 0.017268, total_loss = 0.382602 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010469, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.042627, iou_loss = 0.000000, total_loss = 0.042627 total_bbox = 62165, rewritten_bbox = 0.075605 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.244891, GIOU: 0.162170), Class: 0.474441, Obj: 0.001524, No Obj: 0.002574, .5R: 0.058824, .75R: 0.000000, count: 17, class_loss = 5.508480, iou_loss = 10.641941, total_loss = 16.150421 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.329198, GIOU: 0.267275), Class: 0.615398, Obj: 0.007398, No Obj: 0.004420, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.759420, iou_loss = 0.122022, total_loss = 1.881442 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.507862, GIOU: 0.486852), Class: 0.569886, Obj: 0.014968, No Obj: 0.012972, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.665076, iou_loss = 0.015093, total_loss = 0.680168 total_bbox = 62190, rewritten_bbox = 0.075575 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.289894, GIOU: 0.264008), Class: 0.399640, Obj: 0.002024, No Obj: 0.002395, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.083067, iou_loss = 3.919520, total_loss = 6.002587 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.337093, GIOU: 0.302015), Class: 0.550673, Obj: 0.009635, No Obj: 0.004026, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.916540, iou_loss = 0.078987, total_loss = 0.995527 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.196661, GIOU: 0.196661), Class: 0.493633, Obj: 0.015642, No Obj: 0.010382, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349019, iou_loss = 0.002565, total_loss = 0.351584 total_bbox = 62200, rewritten_bbox = 0.075563 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.256225, GIOU: 0.164248), Class: 0.448139, Obj: 0.002352, No Obj: 0.002419, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.988667, iou_loss = 4.041911, total_loss = 8.030579 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.379231, GIOU: 0.209337), Class: 0.542912, Obj: 0.009399, No Obj: 0.004450, .5R: 0.416667, .75R: 0.000000, count: 12, class_loss = 3.618104, iou_loss = 0.451513, total_loss = 4.069616 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.231240, GIOU: 0.228252), Class: 0.411846, Obj: 0.008969, No Obj: 0.011375, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.724665, iou_loss = 0.028118, total_loss = 1.752783 total_bbox = 62229, rewritten_bbox = 0.075527 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.305396, GIOU: 0.263721), Class: 0.475238, Obj: 0.001740, No Obj: 0.002325, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.896060, iou_loss = 6.481682, total_loss = 10.377742 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.366574, GIOU: 0.295800), Class: 0.563743, Obj: 0.007364, No Obj: 0.004202, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.106149, iou_loss = 0.195785, total_loss = 2.301934 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.402996, GIOU: 0.364312), Class: 0.524547, Obj: 0.013317, No Obj: 0.012147, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.587693, iou_loss = 0.033756, total_loss = 1.621450 total_bbox = 62253, rewritten_bbox = 0.075498 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283701, GIOU: 0.184344), Class: 0.496174, Obj: 0.002401, No Obj: 0.001999, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.191142, iou_loss = 3.083194, total_loss = 6.274336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.248795, GIOU: 0.098181), Class: 0.590247, Obj: 0.007084, No Obj: 0.003773, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.057632, iou_loss = 0.090722, total_loss = 2.148354 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.365997, GIOU: 0.339463), Class: 0.524673, Obj: 0.014497, No Obj: 0.010359, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.653606, iou_loss = 0.012556, total_loss = 0.666162 total_bbox = 62272, rewritten_bbox = 0.075475 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.425024, GIOU: 0.364497), Class: 0.433093, Obj: 0.001905, No Obj: 0.002299, .5R: 0.312500, .75R: 0.062500, count: 16, class_loss = 5.364026, iou_loss = 11.974198, total_loss = 17.338224 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.272773, GIOU: 0.137031), Class: 0.569839, Obj: 0.005135, No Obj: 0.004021, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.574861, iou_loss = 0.258719, total_loss = 3.833580 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.258649, GIOU: 0.208866), Class: 0.423105, Obj: 0.011738, No Obj: 0.011024, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.377986, iou_loss = 0.018099, total_loss = 1.396086 total_bbox = 62304, rewritten_bbox = 0.075437 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.351254, GIOU: 0.245083), Class: 0.469610, Obj: 0.002597, No Obj: 0.002172, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.919834, iou_loss = 4.257545, total_loss = 8.177380 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.248779, GIOU: 0.220954), Class: 0.531907, Obj: 0.004352, No Obj: 0.003895, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.547173, iou_loss = 0.147040, total_loss = 1.694213 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010966, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.046868, iou_loss = 0.000000, total_loss = 0.046868 total_bbox = 62321, rewritten_bbox = 0.075416 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 221: 2.041406, 1.932738 avg loss, 0.000002 rate, 2.068876 seconds, 14144 images, 5.982981 hours left Loaded: 0.000053 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.496289, GIOU: 0.425492), Class: 0.561076, Obj: 0.002191, No Obj: 0.002128, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.223713, iou_loss = 1.062247, total_loss = 2.285960 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.326829, GIOU: 0.294384), Class: 0.456550, Obj: 0.002785, No Obj: 0.003790, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.640454, iou_loss = 0.133572, total_loss = 1.774026 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.087044, GIOU: 0.087043), Class: 0.450527, Obj: 0.005278, No Obj: 0.010130, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.686496, iou_loss = 0.002302, total_loss = 0.688798 total_bbox = 62332, rewritten_bbox = 0.075403 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.258610, GIOU: 0.220193), Class: 0.409751, Obj: 0.002027, No Obj: 0.001806, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.715845, iou_loss = 2.307789, total_loss = 4.023634 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.237841, GIOU: 0.237841), Class: 0.600565, Obj: 0.003125, No Obj: 0.003541, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.309343, iou_loss = 0.006812, total_loss = 0.316156 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.472256, GIOU: 0.465994), Class: 0.565634, Obj: 0.007157, No Obj: 0.009616, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.922927, iou_loss = 0.018926, total_loss = 0.941853 total_bbox = 62341, rewritten_bbox = 0.075392 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338116, GIOU: 0.240676), Class: 0.436435, Obj: 0.002082, No Obj: 0.002103, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.017943, iou_loss = 6.497127, total_loss = 8.515070 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.088635, GIOU: 0.009389), Class: 0.583258, Obj: 0.002541, No Obj: 0.003758, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.608348, iou_loss = 0.002687, total_loss = 0.611035 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010312, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.041049, iou_loss = 0.000000, total_loss = 0.041049 total_bbox = 62349, rewritten_bbox = 0.075382 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.366534, GIOU: 0.309201), Class: 0.447864, Obj: 0.001317, No Obj: 0.001928, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.028929, iou_loss = 4.873850, total_loss = 6.902779 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.334743, GIOU: 0.161996), Class: 0.509157, Obj: 0.003786, No Obj: 0.003721, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.961776, iou_loss = 0.099110, total_loss = 1.060885 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010145, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.039869, iou_loss = 0.000000, total_loss = 0.039869 total_bbox = 62358, rewritten_bbox = 0.075371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322124, GIOU: 0.235890), Class: 0.470660, Obj: 0.002479, No Obj: 0.001902, .5R: 0.181818, .75R: 0.090909, count: 11, class_loss = 3.557503, iou_loss = 3.264733, total_loss = 6.822237 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.194760, GIOU: 0.093258), Class: 0.524912, Obj: 0.003355, No Obj: 0.003716, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.633725, iou_loss = 0.016663, total_loss = 0.650388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010156, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.039441, iou_loss = 0.000000, total_loss = 0.039441 total_bbox = 62371, rewritten_bbox = 0.075356 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.356254, GIOU: 0.265404), Class: 0.518206, Obj: 0.002728, No Obj: 0.001890, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.367735, iou_loss = 2.634409, total_loss = 7.002144 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.226445, GIOU: 0.180892), Class: 0.642453, Obj: 0.002693, No Obj: 0.003674, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.448050, iou_loss = 0.097470, total_loss = 1.545520 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009792, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.037909, iou_loss = 0.000000, total_loss = 0.037909 total_bbox = 62390, rewritten_bbox = 0.075333 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335747, GIOU: 0.277810), Class: 0.449910, Obj: 0.002149, No Obj: 0.001992, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.973835, iou_loss = 2.845004, total_loss = 5.818839 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.291254, GIOU: 0.190796), Class: 0.614515, Obj: 0.002717, No Obj: 0.003705, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.881731, iou_loss = 0.120758, total_loss = 1.002488 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009959, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.038462, iou_loss = 0.000000, total_loss = 0.038462 total_bbox = 62402, rewritten_bbox = 0.075318 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.212176, GIOU: 0.101134), Class: 0.475777, Obj: 0.002016, No Obj: 0.001797, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.239444, iou_loss = 6.267903, total_loss = 9.507347 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.020927, iou_loss = 0.000000, total_loss = 0.020927 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009756, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.037308, iou_loss = 0.000000, total_loss = 0.037308 total_bbox = 62412, rewritten_bbox = 0.075306 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.260354, GIOU: 0.133990), Class: 0.472188, Obj: 0.002090, No Obj: 0.002099, .5R: 0.000000, .75R: 0.000000, count: 16, class_loss = 5.150597, iou_loss = 8.099990, total_loss = 13.250587 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.278750, GIOU: 0.082808), Class: 0.582701, Obj: 0.003070, No Obj: 0.003797, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.316088, iou_loss = 0.011564, total_loss = 0.327653 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.313977, GIOU: 0.313977), Class: 0.573978, Obj: 0.007855, No Obj: 0.010403, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.333950, iou_loss = 0.006507, total_loss = 0.340457 total_bbox = 62430, rewritten_bbox = 0.075284 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.378928, GIOU: 0.330488), Class: 0.478527, Obj: 0.002027, No Obj: 0.002346, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.307445, iou_loss = 2.626170, total_loss = 4.933615 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.225951, GIOU: 0.137833), Class: 0.508856, Obj: 0.006478, No Obj: 0.003909, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.952121, iou_loss = 0.028547, total_loss = 0.980668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.364818, GIOU: 0.315728), Class: 0.408028, Obj: 0.013175, No Obj: 0.010359, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.730798, iou_loss = 0.016856, total_loss = 1.747653 total_bbox = 62445, rewritten_bbox = 0.075266 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.344728, GIOU: 0.222631), Class: 0.473772, Obj: 0.002234, No Obj: 0.002335, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.920884, iou_loss = 4.029207, total_loss = 7.950091 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.318500, GIOU: 0.217582), Class: 0.573631, Obj: 0.005148, No Obj: 0.004117, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.098490, iou_loss = 0.157906, total_loss = 2.256397 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.462886, GIOU: 0.439934), Class: 0.502678, Obj: 0.008149, No Obj: 0.011350, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.289806, iou_loss = 0.038504, total_loss = 1.328309 total_bbox = 62468, rewritten_bbox = 0.075239 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.365713, GIOU: 0.252075), Class: 0.480683, Obj: 0.002366, No Obj: 0.002212, .5R: 0.266667, .75R: 0.000000, count: 15, class_loss = 4.859926, iou_loss = 6.176138, total_loss = 11.036064 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.306300, GIOU: 0.132505), Class: 0.550326, Obj: 0.003650, No Obj: 0.003994, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.041920, iou_loss = 0.305060, total_loss = 3.346980 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.432789, GIOU: 0.396097), Class: 0.532327, Obj: 0.010106, No Obj: 0.011444, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.959184, iou_loss = 0.032162, total_loss = 0.991347 total_bbox = 62496, rewritten_bbox = 0.075205 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.310083, GIOU: 0.246242), Class: 0.452920, Obj: 0.002765, No Obj: 0.002461, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.267403, iou_loss = 4.227702, total_loss = 8.495105 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.430098, GIOU: 0.370388), Class: 0.567943, Obj: 0.003617, No Obj: 0.003930, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.503226, iou_loss = 0.390561, total_loss = 1.893787 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.207243, GIOU: -0.033701), Class: 0.542132, Obj: 0.007831, No Obj: 0.010819, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.648534, iou_loss = 0.002214, total_loss = 0.650748 total_bbox = 62516, rewritten_bbox = 0.075181 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.471059, GIOU: 0.427844), Class: 0.513613, Obj: 0.004291, No Obj: 0.002122, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.512344, iou_loss = 2.932336, total_loss = 5.444680 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.345676, GIOU: 0.313513), Class: 0.579126, Obj: 0.004325, No Obj: 0.003740, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.372067, iou_loss = 0.344132, total_loss = 2.716199 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.318141, GIOU: 0.317151), Class: 0.437193, Obj: 0.008421, No Obj: 0.009937, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.696076, iou_loss = 0.017088, total_loss = 0.713164 total_bbox = 62534, rewritten_bbox = 0.075159 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.214459, GIOU: 0.124763), Class: 0.461528, Obj: 0.002003, No Obj: 0.001868, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.932991, iou_loss = 8.323464, total_loss = 11.256455 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003619, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.022242, iou_loss = 0.000000, total_loss = 0.022242 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009659, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.036313, iou_loss = 0.000000, total_loss = 0.036313 total_bbox = 62543, rewritten_bbox = 0.075148 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.354358, GIOU: 0.285839), Class: 0.484737, Obj: 0.001431, No Obj: 0.001848, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.292390, iou_loss = 2.717624, total_loss = 4.010014 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.391548, GIOU: 0.294321), Class: 0.670716, Obj: 0.005341, No Obj: 0.003529, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.846274, iou_loss = 0.134014, total_loss = 0.980289 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.217432, GIOU: -0.072473), Class: 0.467231, Obj: 0.018901, No Obj: 0.009562, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.687556, iou_loss = 0.004276, total_loss = 0.691831 total_bbox = 62552, rewritten_bbox = 0.075137 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 222: 1.556653, 1.895129 avg loss, 0.000002 rate, 2.061155 seconds, 14208 images, 5.987237 hours left Loaded: 0.798007 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.341778, GIOU: 0.195664), Class: 0.502742, Obj: 0.002375, No Obj: 0.002446, .5R: 0.222222, .75R: 0.000000, count: 18, class_loss = 5.692767, iou_loss = 6.362667, total_loss = 12.055434 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.257257, GIOU: 0.134294), Class: 0.595907, Obj: 0.003406, No Obj: 0.004047, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.785631, iou_loss = 0.141982, total_loss = 1.927613 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.237101, GIOU: 0.237101), Class: 0.481203, Obj: 0.013584, No Obj: 0.011384, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.361778, iou_loss = 0.003693, total_loss = 0.365471 total_bbox = 62577, rewritten_bbox = 0.075107 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316335, GIOU: 0.266490), Class: 0.503371, Obj: 0.003262, No Obj: 0.002120, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.399723, iou_loss = 4.553113, total_loss = 8.952836 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.356297, GIOU: 0.250320), Class: 0.563425, Obj: 0.003280, No Obj: 0.003742, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.416925, iou_loss = 0.337569, total_loss = 2.754495 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.365283, GIOU: 0.329426), Class: 0.500760, Obj: 0.014883, No Obj: 0.010802, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.350471, iou_loss = 0.007785, total_loss = 0.358256 total_bbox = 62600, rewritten_bbox = 0.075080 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.296496, GIOU: 0.205069), Class: 0.500296, Obj: 0.002085, No Obj: 0.002183, .5R: 0.222222, .75R: 0.000000, count: 18, class_loss = 5.767128, iou_loss = 7.139862, total_loss = 12.906990 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.295380, GIOU: 0.178478), Class: 0.573250, Obj: 0.003324, No Obj: 0.003677, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.427851, iou_loss = 0.274242, total_loss = 2.702093 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.333807, GIOU: 0.241173), Class: 0.543641, Obj: 0.005053, No Obj: 0.010061, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.948917, iou_loss = 0.025860, total_loss = 0.974777 total_bbox = 62629, rewritten_bbox = 0.075045 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.350728, GIOU: 0.261631), Class: 0.463275, Obj: 0.002804, No Obj: 0.002077, .5R: 0.105263, .75R: 0.052632, count: 19, class_loss = 6.159400, iou_loss = 9.400574, total_loss = 15.559974 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.217124, GIOU: 0.173559), Class: 0.503391, Obj: 0.003743, No Obj: 0.003771, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.653968, iou_loss = 0.037408, total_loss = 0.691376 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010144, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.040332, iou_loss = 0.000000, total_loss = 0.040332 total_bbox = 62650, rewritten_bbox = 0.075020 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.277510, GIOU: 0.152097), Class: 0.457440, Obj: 0.003107, No Obj: 0.002245, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.623896, iou_loss = 5.641491, total_loss = 8.265387 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.450015, GIOU: 0.274792), Class: 0.688976, Obj: 0.008030, No Obj: 0.003947, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.569171, iou_loss = 0.052228, total_loss = 0.621399 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.393226, GIOU: 0.393226), Class: 0.359838, Obj: 0.005209, No Obj: 0.010730, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.753343, iou_loss = 0.031307, total_loss = 0.784650 total_bbox = 62662, rewritten_bbox = 0.075006 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.303186, GIOU: 0.097951), Class: 0.493018, Obj: 0.002076, No Obj: 0.002241, .5R: 0.125000, .75R: 0.000000, count: 16, class_loss = 5.093949, iou_loss = 5.124885, total_loss = 10.218834 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.268218, GIOU: 0.070404), Class: 0.547297, Obj: 0.003631, No Obj: 0.003836, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.161579, iou_loss = 0.094491, total_loss = 2.256070 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.267353, GIOU: 0.179771), Class: 0.486092, Obj: 0.013407, No Obj: 0.010145, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.970987, iou_loss = 0.008562, total_loss = 0.979549 total_bbox = 62688, rewritten_bbox = 0.074974 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.343958, GIOU: 0.278752), Class: 0.490501, Obj: 0.002247, No Obj: 0.002370, .5R: 0.086957, .75R: 0.043478, count: 23, class_loss = 7.336012, iou_loss = 8.113302, total_loss = 15.449314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.265344, GIOU: 0.081130), Class: 0.605566, Obj: 0.003185, No Obj: 0.004059, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.466544, iou_loss = 0.083411, total_loss = 1.549955 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.314867, GIOU: 0.290122), Class: 0.506093, Obj: 0.012301, No Obj: 0.011506, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.666951, iou_loss = 0.013936, total_loss = 0.680887 total_bbox = 62718, rewritten_bbox = 0.074939 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.231174, GIOU: 0.046623), Class: 0.492333, Obj: 0.002079, No Obj: 0.002278, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.591474, iou_loss = 2.503278, total_loss = 5.094752 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249383, GIOU: 0.065074), Class: 0.567973, Obj: 0.003824, No Obj: 0.003981, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.410145, iou_loss = 0.158890, total_loss = 2.569035 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.371582, GIOU: 0.335320), Class: 0.457426, Obj: 0.013095, No Obj: 0.011135, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.008705, iou_loss = 0.020883, total_loss = 1.029588 total_bbox = 62737, rewritten_bbox = 0.074916 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.332653, GIOU: 0.231779), Class: 0.519415, Obj: 0.002389, No Obj: 0.002111, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.434102, iou_loss = 3.759268, total_loss = 7.193370 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.186303, GIOU: 0.186303), Class: 0.609371, Obj: 0.007988, No Obj: 0.003718, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.307689, iou_loss = 0.016450, total_loss = 0.324140 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009867, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.037700, iou_loss = 0.000000, total_loss = 0.037700 total_bbox = 62749, rewritten_bbox = 0.074902 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.439338, GIOU: 0.403833), Class: 0.480223, Obj: 0.002063, No Obj: 0.002266, .5R: 0.461538, .75R: 0.076923, count: 13, class_loss = 4.206413, iou_loss = 8.042307, total_loss = 12.248720 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.400040, GIOU: 0.313681), Class: 0.534743, Obj: 0.004980, No Obj: 0.004087, .5R: 0.222222, .75R: 0.222222, count: 9, class_loss = 2.779377, iou_loss = 0.401657, total_loss = 3.181034 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.442961, GIOU: 0.372156), Class: 0.427160, Obj: 0.008730, No Obj: 0.011504, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.046136, iou_loss = 0.044872, total_loss = 1.091008 total_bbox = 62774, rewritten_bbox = 0.074872 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.366127, GIOU: 0.313571), Class: 0.395189, Obj: 0.001256, No Obj: 0.001994, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.764751, iou_loss = 6.584493, total_loss = 9.349244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.099163, GIOU: 0.099163), Class: 0.495368, Obj: 0.005436, No Obj: 0.003519, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.332137, iou_loss = 0.004603, total_loss = 0.336740 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009733, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.036231, iou_loss = 0.000000, total_loss = 0.036231 total_bbox = 62783, rewritten_bbox = 0.074861 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.270261, GIOU: 0.166244), Class: 0.663522, Obj: 0.001085, No Obj: 0.001958, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.584626, iou_loss = 0.111530, total_loss = 0.696157 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.245476, GIOU: 0.071984), Class: 0.632111, Obj: 0.004223, No Obj: 0.003621, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.725760, iou_loss = 0.086282, total_loss = 1.812042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.222721, GIOU: 0.208307), Class: 0.373452, Obj: 0.012101, No Obj: 0.009648, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.413778, iou_loss = 0.005461, total_loss = 1.419239 total_bbox = 62795, rewritten_bbox = 0.074847 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335456, GIOU: 0.253029), Class: 0.490017, Obj: 0.001630, No Obj: 0.001993, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.161416, iou_loss = 4.764210, total_loss = 8.925626 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.462610, GIOU: 0.462610), Class: 0.592554, Obj: 0.003511, No Obj: 0.003632, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 0.894318, iou_loss = 0.193364, total_loss = 1.087682 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.390977, GIOU: 0.390977), Class: 0.558256, Obj: 0.010578, No Obj: 0.009888, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.627949, iou_loss = 0.017083, total_loss = 0.645032 total_bbox = 62813, rewritten_bbox = 0.074825 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348487, GIOU: 0.284766), Class: 0.449610, Obj: 0.001320, No Obj: 0.002065, .5R: 0.235294, .75R: 0.000000, count: 17, class_loss = 5.610669, iou_loss = 9.073977, total_loss = 14.684645 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.211513, GIOU: 0.161145), Class: 0.622786, Obj: 0.006582, No Obj: 0.003658, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.154671, iou_loss = 0.073806, total_loss = 1.228477 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.010136, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.040063, iou_loss = 0.000000, total_loss = 0.040063 total_bbox = 62834, rewritten_bbox = 0.074800 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.290630, GIOU: 0.163816), Class: 0.443646, Obj: 0.001712, No Obj: 0.002267, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.995163, iou_loss = 5.801828, total_loss = 8.796991 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.279007, GIOU: 0.126678), Class: 0.581468, Obj: 0.006216, No Obj: 0.003976, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.074289, iou_loss = 0.124613, total_loss = 2.198902 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.334308, GIOU: 0.259620), Class: 0.485247, Obj: 0.012117, No Obj: 0.011216, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.946270, iou_loss = 0.053101, total_loss = 1.999371 total_bbox = 62856, rewritten_bbox = 0.074774 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.329452, GIOU: 0.186375), Class: 0.510716, Obj: 0.002325, No Obj: 0.002156, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.530015, iou_loss = 2.459185, total_loss = 4.989200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.348543, GIOU: 0.247294), Class: 0.580902, Obj: 0.004034, No Obj: 0.003774, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.548346, iou_loss = 0.322272, total_loss = 3.870618 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.262755, GIOU: 0.145202), Class: 0.440725, Obj: 0.006303, No Obj: 0.009634, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.716443, iou_loss = 0.031695, total_loss = 2.748138 total_bbox = 62884, rewritten_bbox = 0.074741 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 223: 2.211587, 1.926775 avg loss, 0.000002 rate, 2.037324 seconds, 14272 images, 5.960447 hours left Loaded: 0.405855 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283150, GIOU: 0.207480), Class: 0.443854, Obj: 0.001700, No Obj: 0.001833, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.319184, iou_loss = 2.929445, total_loss = 6.248629 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.168470, GIOU: 0.168470), Class: 0.592393, Obj: 0.005287, No Obj: 0.003405, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.597848, iou_loss = 0.021163, total_loss = 0.619011 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009348, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.034917, iou_loss = 0.000000, total_loss = 0.034917 total_bbox = 62896, rewritten_bbox = 0.074727 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.307053, GIOU: 0.270380), Class: 0.405674, Obj: 0.001513, No Obj: 0.001740, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.434780, iou_loss = 7.401331, total_loss = 10.836111 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.057615, GIOU: 0.057615), Class: 0.629896, Obj: 0.004952, No Obj: 0.003386, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.301791, iou_loss = 0.001488, total_loss = 0.303279 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009371, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.034553, iou_loss = 0.000000, total_loss = 0.034553 total_bbox = 62907, rewritten_bbox = 0.074713 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335999, GIOU: 0.277148), Class: 0.490306, Obj: 0.002031, No Obj: 0.002076, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.204356, iou_loss = 7.382158, total_loss = 10.586514 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.322057, GIOU: 0.226129), Class: 0.577056, Obj: 0.003646, No Obj: 0.003448, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.797207, iou_loss = 0.292347, total_loss = 2.089554 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.474976, GIOU: 0.400402), Class: 0.644149, Obj: 0.004265, No Obj: 0.009389, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.596481, iou_loss = 0.017724, total_loss = 0.614205 total_bbox = 62925, rewritten_bbox = 0.074692 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.266816, GIOU: 0.152268), Class: 0.486029, Obj: 0.003155, No Obj: 0.002313, .5R: 0.043478, .75R: 0.000000, count: 23, class_loss = 7.373322, iou_loss = 8.791960, total_loss = 16.165281 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.336244, GIOU: 0.175584), Class: 0.569884, Obj: 0.003584, No Obj: 0.003900, .5R: 0.111111, .75R: 0.111111, count: 9, class_loss = 2.684482, iou_loss = 0.229051, total_loss = 2.913533 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.403365, GIOU: 0.343825), Class: 0.477038, Obj: 0.010577, No Obj: 0.010307, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.927581, iou_loss = 0.067747, total_loss = 1.995328 total_bbox = 62963, rewritten_bbox = 0.074647 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.323936, GIOU: 0.253752), Class: 0.459756, Obj: 0.002808, No Obj: 0.002063, .5R: 0.200000, .75R: 0.000000, count: 20, class_loss = 6.513141, iou_loss = 20.671091, total_loss = 27.184233 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.440917, GIOU: 0.419714), Class: 0.528493, Obj: 0.004266, No Obj: 0.003786, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.854064, iou_loss = 0.284917, total_loss = 2.138981 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.264049, GIOU: 0.206014), Class: 0.475194, Obj: 0.014008, No Obj: 0.010760, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.985422, iou_loss = 0.009074, total_loss = 0.994496 total_bbox = 62992, rewritten_bbox = 0.074613 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302672, GIOU: 0.174167), Class: 0.453855, Obj: 0.002402, No Obj: 0.002198, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.955977, iou_loss = 9.606794, total_loss = 13.562771 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.309567, GIOU: 0.257159), Class: 0.510915, Obj: 0.002853, No Obj: 0.003753, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.642262, iou_loss = 0.060760, total_loss = 0.703022 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009514, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.035334, iou_loss = 0.000000, total_loss = 0.035334 total_bbox = 63006, rewritten_bbox = 0.074596 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.274572, GIOU: 0.210482), Class: 0.447514, Obj: 0.002478, No Obj: 0.002475, .5R: 0.000000, .75R: 0.000000, count: 11, class_loss = 3.663155, iou_loss = 3.103794, total_loss = 6.766949 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003980, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.026420, iou_loss = 0.000000, total_loss = 0.026420 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.011709, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.053813, iou_loss = 0.000000, total_loss = 0.053813 total_bbox = 63017, rewritten_bbox = 0.074583 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338652, GIOU: 0.257084), Class: 0.470912, Obj: 0.002864, No Obj: 0.002244, .5R: 0.235294, .75R: 0.000000, count: 17, class_loss = 5.513279, iou_loss = 11.631741, total_loss = 17.145020 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.295777, GIOU: 0.205680), Class: 0.539772, Obj: 0.006211, No Obj: 0.003980, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.053876, iou_loss = 0.164707, total_loss = 3.218583 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.249157, GIOU: 0.249157), Class: 0.436342, Obj: 0.009218, No Obj: 0.011334, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.696268, iou_loss = 0.023839, total_loss = 1.720107 total_bbox = 63049, rewritten_bbox = 0.074545 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335574, GIOU: 0.296620), Class: 0.450304, Obj: 0.002794, No Obj: 0.002187, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.300374, iou_loss = 8.637465, total_loss = 12.937839 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.208371, GIOU: -0.006435), Class: 0.539796, Obj: 0.003305, No Obj: 0.003713, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.142266, iou_loss = 0.112403, total_loss = 2.254669 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.345129, GIOU: 0.340283), Class: 0.507594, Obj: 0.008035, No Obj: 0.009868, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.651048, iou_loss = 0.023673, total_loss = 0.674721 total_bbox = 63071, rewritten_bbox = 0.074519 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348262, GIOU: 0.296646), Class: 0.480932, Obj: 0.002784, No Obj: 0.002233, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.501821, iou_loss = 4.746139, total_loss = 9.247959 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.317016, GIOU: 0.111604), Class: 0.614829, Obj: 0.006505, No Obj: 0.003770, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.895114, iou_loss = 0.114508, total_loss = 1.009623 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.365957, GIOU: 0.343432), Class: 0.559417, Obj: 0.002742, No Obj: 0.010135, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.634565, iou_loss = 0.009733, total_loss = 0.644299 total_bbox = 63090, rewritten_bbox = 0.074497 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.334721, GIOU: 0.260897), Class: 0.447382, Obj: 0.001817, No Obj: 0.002071, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.649780, iou_loss = 8.481070, total_loss = 13.130850 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.353209, GIOU: 0.191804), Class: 0.555915, Obj: 0.007371, No Obj: 0.003671, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.206584, iou_loss = 0.137229, total_loss = 1.343813 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.684466, GIOU: 0.684466), Class: 0.284338, Obj: 0.005851, No Obj: 0.009535, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.411097, iou_loss = 0.031064, total_loss = 0.442160 total_bbox = 63109, rewritten_bbox = 0.074474 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.262788, GIOU: 0.159482), Class: 0.528093, Obj: 0.002240, No Obj: 0.001877, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.471654, iou_loss = 1.469426, total_loss = 3.941080 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.207144, GIOU: 0.046327), Class: 0.533067, Obj: 0.005802, No Obj: 0.003533, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.236593, iou_loss = 0.034309, total_loss = 1.270902 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009720, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.037062, iou_loss = 0.000000, total_loss = 0.037062 total_bbox = 63121, rewritten_bbox = 0.074460 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.246969, GIOU: 0.114285), Class: 0.463233, Obj: 0.001612, No Obj: 0.001723, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.316076, iou_loss = 1.746451, total_loss = 3.062528 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.316237, GIOU: 0.213167), Class: 0.585138, Obj: 0.005366, No Obj: 0.003421, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.896009, iou_loss = 0.072793, total_loss = 0.968802 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.419994, GIOU: 0.419994), Class: 0.452985, Obj: 0.010360, No Obj: 0.009359, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.674337, iou_loss = 0.018379, total_loss = 0.692716 total_bbox = 63130, rewritten_bbox = 0.074450 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.353764, GIOU: 0.235614), Class: 0.527440, Obj: 0.002697, No Obj: 0.002105, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.401316, iou_loss = 2.772643, total_loss = 6.173959 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.285271, GIOU: 0.149485), Class: 0.576278, Obj: 0.001669, No Obj: 0.003690, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.206038, iou_loss = 0.042513, total_loss = 1.248550 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.367353, GIOU: 0.215847), Class: 0.494688, Obj: 0.006980, No Obj: 0.009708, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.659626, iou_loss = 0.010809, total_loss = 0.670435 total_bbox = 63147, rewritten_bbox = 0.074430 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.380394, GIOU: 0.296816), Class: 0.455275, Obj: 0.003240, No Obj: 0.002227, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.597259, iou_loss = 7.395563, total_loss = 11.992822 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.306410, GIOU: 0.187484), Class: 0.483987, Obj: 0.005450, No Obj: 0.003745, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.860817, iou_loss = 0.177096, total_loss = 3.037913 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.197775, GIOU: 0.054095), Class: 0.506695, Obj: 0.009796, No Obj: 0.009834, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.887002, iou_loss = 0.011491, total_loss = 1.898493 total_bbox = 63176, rewritten_bbox = 0.074395 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.336783, GIOU: 0.256731), Class: 0.507443, Obj: 0.003104, No Obj: 0.002172, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 5.012109, iou_loss = 10.083082, total_loss = 15.095192 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.206825, GIOU: -0.042691), Class: 0.459640, Obj: 0.002768, No Obj: 0.003600, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.323446, iou_loss = 0.024613, total_loss = 1.348059 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009817, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.036907, iou_loss = 0.000000, total_loss = 0.036907 total_bbox = 63196, rewritten_bbox = 0.074372 % Tensor Cores are disabled until the first 3000 iterations are reached. (next mAP calculation at 1000 iterations) 224: 2.099990, 1.944097 avg loss, 0.000003 rate, 2.044144 seconds, 14336 images, 5.946342 hours left Loaded: 0.469258 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.381149, GIOU: 0.321405), Class: 0.459311, Obj: 0.002278, No Obj: 0.002167, .5R: 0.294118, .75R: 0.000000, count: 17, class_loss = 5.552805, iou_loss = 13.109753, total_loss = 18.662558 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.437906, GIOU: 0.289880), Class: 0.615382, Obj: 0.002256, No Obj: 0.003713, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.192040, iou_loss = 0.209306, total_loss = 1.401346 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.321776, GIOU: 0.321776), Class: 0.500630, Obj: 0.013327, No Obj: 0.010226, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.269172, iou_loss = 0.015860, total_loss = 1.285032 total_bbox = 63221, rewritten_bbox = 0.074342 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.356712, GIOU: 0.276198), Class: 0.502079, Obj: 0.002003, No Obj: 0.002223, .5R: 0.266667, .75R: 0.000000, count: 15, class_loss = 4.748971, iou_loss = 12.025610, total_loss = 16.774582 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271565, GIOU: 0.083794), Class: 0.582641, Obj: 0.004196, No Obj: 0.003840, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.667368, iou_loss = 0.245713, total_loss = 2.913082 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.332443, GIOU: 0.332443), Class: 0.342033, Obj: 0.010464, No Obj: 0.010790, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.105219, iou_loss = 0.025841, total_loss = 1.131060 total_bbox = 63248, rewritten_bbox = 0.074311 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.309334, GIOU: 0.204175), Class: 0.440231, Obj: 0.002088, No Obj: 0.002018, .5R: 0.133333, .75R: 0.066667, count: 15, class_loss = 4.983699, iou_loss = 11.544633, total_loss = 16.528332 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.362870, GIOU: 0.274826), Class: 0.611569, Obj: 0.005172, No Obj: 0.003694, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.739709, iou_loss = 0.190148, total_loss = 1.929857 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.473291, GIOU: 0.370487), Class: 0.545865, Obj: 0.005623, No Obj: 0.009924, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.337016, iou_loss = 0.019667, total_loss = 0.356682 total_bbox = 63270, rewritten_bbox = 0.074285 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.213044, GIOU: 0.135980), Class: 0.440935, Obj: 0.001131, No Obj: 0.002272, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.682973, iou_loss = 1.892800, total_loss = 4.575774 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.403936, GIOU: 0.315900), Class: 0.589611, Obj: 0.005356, No Obj: 0.003844, .5R: 0.285714, .75R: 0.071429, count: 14, class_loss = 4.097220, iou_loss = 0.768312, total_loss = 4.865533 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.350021, GIOU: 0.315897), Class: 0.424920, Obj: 0.013227, No Obj: 0.009591, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.676773, iou_loss = 0.044539, total_loss = 1.721312 total_bbox = 63297, rewritten_bbox = 0.074253 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.216717, GIOU: 0.091713), Class: 0.446821, Obj: 0.004678, No Obj: 0.002085, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.661814, iou_loss = 4.286345, total_loss = 5.948159 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.498865, GIOU: 0.455234), Class: 0.458579, Obj: 0.006205, No Obj: 0.003701, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.666084, iou_loss = 0.063122, total_loss = 0.729206 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.330755, GIOU: 0.330755), Class: 0.556511, Obj: 0.006951, No Obj: 0.010085, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.640576, iou_loss = 0.018088, total_loss = 0.658664 total_bbox = 63306, rewritten_bbox = 0.074243 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.260699, GIOU: 0.158920), Class: 0.469182, Obj: 0.001472, No Obj: 0.002087, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.227314, iou_loss = 4.883503, total_loss = 9.110818 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.300658, GIOU: 0.273795), Class: 0.509861, Obj: 0.005145, No Obj: 0.003630, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.950700, iou_loss = 0.082519, total_loss = 1.033219 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.147711, GIOU: 0.134927), Class: 0.463342, Obj: 0.008552, No Obj: 0.009540, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353190, iou_loss = 0.001451, total_loss = 0.354641 total_bbox = 63323, rewritten_bbox = 0.074223 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.397415, GIOU: 0.336527), Class: 0.472478, Obj: 0.001621, No Obj: 0.001653, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.583708, iou_loss = 8.696719, total_loss = 11.280427 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.003305, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.018873, iou_loss = 0.000000, total_loss = 0.018873 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.009039, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.031582, iou_loss = 0.000000, total_loss = 0.031582 total_bbox = 63331, rewritten_bbox = 0.074213 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.312266, GIOU: 0.217773), Class: 0.462261, Obj: 0.000993, No Obj: 0.001913, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.661555, iou_loss = 2.607576, total_loss = 4.269130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.364829, GIOU: 0.246383), Class: 0.569047, Obj: 0.003171, No Obj: 0.003622, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.920035, iou_loss = 0.101409, total_loss = 1.021443 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.365864, GIOU: 0.320817), Class: 0.504105, Obj: 0.004309, No Obj: 0.010234, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.976188, iou_loss = 0.004182, total_loss = 0.980370 total_bbox = 63342, rewritten_bbox = 0.074200 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.281356, GIOU: 0.143461), Class: 0.415698, Obj: 0.002222, No Obj: 0.001863, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.040255, iou_loss = 4.451348, total_loss = 6.491602 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.131079, GIOU: -0.377121), Class: 0.743634, Obj: 0.003033, No Obj: 0.003536, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.285952, iou_loss = 0.001518, total_loss = 0.287470 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.255719, GIOU: 0.218730), Class: 0.593064, Obj: 0.014098, No Obj: 0.009457, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.603819, iou_loss = 0.005372, total_loss = 0.609191 total_bbox = 63351, rewritten_bbox = 0.074190 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.374866, GIOU: 0.306350), Class: 0.470664, Obj: 0.001998, No Obj: 0.001692, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.522704, iou_loss = 10.715551, total_loss = 15.238255 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.344982, GIOU: 0.175540), Class: 0.589660, Obj: 0.003285, No Obj: 0.003235, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.609744, iou_loss = 0.061901, total_loss = 0.671645 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.579520, GIOU: 0.564304), Class: 0.484882, Obj: 0.003420, No Obj: 0.008940, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.670104, iou_loss = 0.023709, total_loss = 0.693813 total_bbox = 63369, rewritten_bbox = 0.074169 % ^C
# show chart.png of how custom object detector did with training
imShow('chart.png')
To restart your training (In case the training does not finish and you get disconnected)
# kick off training from where it last saved
!./darknet detector train data/obj.data cfg/yolov4-obj.cfg /mydrive/yolov4/backup/yolov4-obj_last.weights -dont_show
CUDA-version: 10010 (10010), cuDNN: 7.6.5, CUDNN_HALF=1, GPU count: 1 CUDNN_HALF=1 OpenCV version: 3.2.0 yolov4-obj 0 : compute_capability = 750, cudnn_half = 1, GPU: Tesla T4 net.optimized_memory = 0 mini_batch = 4, batch = 64, time_steps = 1, train = 1 layer filters size/strd(dil) input output 0 conv 32 3 x 3/ 1 416 x 416 x 3 -> 416 x 416 x 32 0.299 BF 1 conv 64 3 x 3/ 2 416 x 416 x 32 -> 208 x 208 x 64 1.595 BF 2 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 3 route 1 -> 208 x 208 x 64 4 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 5 conv 32 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 32 0.177 BF 6 conv 64 3 x 3/ 1 208 x 208 x 32 -> 208 x 208 x 64 1.595 BF 7 Shortcut Layer: 4, wt = 0, wn = 0, outputs: 208 x 208 x 64 0.003 BF 8 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 9 route 8 2 -> 208 x 208 x 128 10 conv 64 1 x 1/ 1 208 x 208 x 128 -> 208 x 208 x 64 0.709 BF 11 conv 128 3 x 3/ 2 208 x 208 x 64 -> 104 x 104 x 128 1.595 BF 12 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 13 route 11 -> 104 x 104 x 128 14 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 15 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 16 conv 64 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.797 BF 17 Shortcut Layer: 14, wt = 0, wn = 0, outputs: 104 x 104 x 64 0.001 BF 18 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 19 conv 64 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.797 BF 20 Shortcut Layer: 17, wt = 0, wn = 0, outputs: 104 x 104 x 64 0.001 BF 21 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 22 route 21 12 -> 104 x 104 x 128 23 conv 128 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 128 0.354 BF 24 conv 256 3 x 3/ 2 104 x 104 x 128 -> 52 x 52 x 256 1.595 BF 25 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 26 route 24 -> 52 x 52 x 256 27 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 28 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 29 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 30 Shortcut Layer: 27, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 31 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 32 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 33 Shortcut Layer: 30, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 34 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 35 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 36 Shortcut Layer: 33, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 37 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 38 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 39 Shortcut Layer: 36, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 40 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 41 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 42 Shortcut Layer: 39, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 43 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 44 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 45 Shortcut Layer: 42, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 46 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 47 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 48 Shortcut Layer: 45, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 49 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 50 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 51 Shortcut Layer: 48, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 52 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 53 route 52 25 -> 52 x 52 x 256 54 conv 256 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 256 0.354 BF 55 conv 512 3 x 3/ 2 52 x 52 x 256 -> 26 x 26 x 512 1.595 BF 56 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 57 route 55 -> 26 x 26 x 512 58 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 59 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 60 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 61 Shortcut Layer: 58, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 62 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 63 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 64 Shortcut Layer: 61, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 65 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 66 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 67 Shortcut Layer: 64, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 68 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 69 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 70 Shortcut Layer: 67, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 71 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 72 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 73 Shortcut Layer: 70, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 74 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 75 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 76 Shortcut Layer: 73, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 77 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 78 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 79 Shortcut Layer: 76, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 80 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 81 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 82 Shortcut Layer: 79, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 83 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 84 route 83 56 -> 26 x 26 x 512 85 conv 512 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 512 0.354 BF 86 conv 1024 3 x 3/ 2 26 x 26 x 512 -> 13 x 13 x1024 1.595 BF 87 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 88 route 86 -> 13 x 13 x1024 89 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 90 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 91 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 92 Shortcut Layer: 89, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 93 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 94 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 95 Shortcut Layer: 92, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 96 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 97 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 98 Shortcut Layer: 95, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 99 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 100 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 101 Shortcut Layer: 98, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 102 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 103 route 102 87 -> 13 x 13 x1024 104 conv 1024 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x1024 0.354 BF 105 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 106 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 107 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 108 max 5x 5/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.002 BF 109 route 107 -> 13 x 13 x 512 110 max 9x 9/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.007 BF 111 route 107 -> 13 x 13 x 512 112 max 13x13/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.015 BF 113 route 112 110 108 107 -> 13 x 13 x2048 114 conv 512 1 x 1/ 1 13 x 13 x2048 -> 13 x 13 x 512 0.354 BF 115 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 116 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 117 conv 256 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 256 0.044 BF 118 upsample 2x 13 x 13 x 256 -> 26 x 26 x 256 119 route 85 -> 26 x 26 x 512 120 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 121 route 120 118 -> 26 x 26 x 512 122 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 123 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 124 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 125 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 126 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 127 conv 128 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 128 0.044 BF 128 upsample 2x 26 x 26 x 128 -> 52 x 52 x 128 129 route 54 -> 52 x 52 x 256 130 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 131 route 130 128 -> 52 x 52 x 256 132 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 133 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 134 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 135 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 136 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 137 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 138 conv 18 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 18 0.025 BF 139 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.20 nms_kind: greedynms (1), beta = 0.600000 140 route 136 -> 52 x 52 x 128 141 conv 256 3 x 3/ 2 52 x 52 x 128 -> 26 x 26 x 256 0.399 BF 142 route 141 126 -> 26 x 26 x 512 143 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 144 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 145 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 146 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 147 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 148 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 149 conv 18 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 18 0.012 BF 150 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.10 nms_kind: greedynms (1), beta = 0.600000 151 route 147 -> 26 x 26 x 256 152 conv 512 3 x 3/ 2 26 x 26 x 256 -> 13 x 13 x 512 0.399 BF 153 route 152 116 -> 13 x 13 x1024 154 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 155 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 156 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 157 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 158 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 159 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 160 conv 18 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 18 0.006 BF 161 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.05 nms_kind: greedynms (1), beta = 0.600000 Total BFLOPS 59.563 avg_outputs = 489778 Allocate additional workspace_size = 111.05 MB Loading weights from /mydrive/yolov4/backup/yolov4-obj_last.weights... seen 64, trained: 12 K-images (0 Kilo-batches_64) Done! Loaded 162 layers from weights-file Learning Rate: 0.001, Momentum: 0.949, Decay: 0.0005 Resizing, random_coef = 1.40 608 x 608 Create 6 permanent cpu-threads try to allocate additional workspace_size = 237.17 MB CUDA allocate done! Loaded: 0.000081 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.221490, GIOU: 0.156080), Class: 0.459105, Obj: 0.000986, No Obj: 0.002985, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.827741, iou_loss = 15.099509, total_loss = 17.927250 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.375973, GIOU: 0.242133), Class: 0.553867, Obj: 0.006661, No Obj: 0.006106, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.004727, iou_loss = 0.460550, total_loss = 2.465277 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.356046, GIOU: 0.280441), Class: 0.434502, Obj: 0.026198, No Obj: 0.018067, .5R: 0.222222, .75R: 0.111111, count: 9, class_loss = 3.337266, iou_loss = 0.266886, total_loss = 3.604151 total_bbox = 23, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.312162, GIOU: 0.246036), Class: 0.589579, Obj: 0.001154, No Obj: 0.003021, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.694102, iou_loss = 2.590083, total_loss = 4.284185 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.279878, GIOU: 0.130177), Class: 0.507962, Obj: 0.005124, No Obj: 0.006174, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.400889, iou_loss = 0.462671, total_loss = 2.863560 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.506961, GIOU: 0.491134), Class: 0.517214, Obj: 0.019235, No Obj: 0.018544, .5R: 0.666667, .75R: 0.333333, count: 6, class_loss = 2.304528, iou_loss = 0.311205, total_loss = 2.615732 total_bbox = 41, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.345899, GIOU: 0.193039), Class: 0.478292, Obj: 0.001380, No Obj: 0.002856, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 3.081761, iou_loss = 8.323120, total_loss = 11.404881 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.290969, GIOU: 0.177088), Class: 0.512004, Obj: 0.006810, No Obj: 0.006052, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.698376, iou_loss = 0.696052, total_loss = 3.394428 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.292306, GIOU: 0.183098), Class: 0.525436, Obj: 0.020066, No Obj: 0.018053, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.654550, iou_loss = 0.036772, total_loss = 1.691322 total_bbox = 62, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.350872, GIOU: 0.251376), Class: 0.473020, Obj: 0.003152, No Obj: 0.003144, .5R: 0.052632, .75R: 0.000000, count: 19, class_loss = 6.328614, iou_loss = 16.980036, total_loss = 23.308649 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249488, GIOU: 0.192831), Class: 0.603301, Obj: 0.006554, No Obj: 0.006381, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.273805, iou_loss = 0.602063, total_loss = 2.875869 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.325701, GIOU: 0.253232), Class: 0.522896, Obj: 0.013766, No Obj: 0.018066, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.682034, iou_loss = 0.033458, total_loss = 1.715492 total_bbox = 92, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322060, GIOU: 0.245975), Class: 0.468447, Obj: 0.003032, No Obj: 0.003131, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.847844, iou_loss = 6.262590, total_loss = 8.110434 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.310853, GIOU: 0.170409), Class: 0.537537, Obj: 0.004851, No Obj: 0.006241, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.750427, iou_loss = 0.426966, total_loss = 2.177393 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.396796, GIOU: 0.384430), Class: 0.589632, Obj: 0.020932, No Obj: 0.018460, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.318685, iou_loss = 0.079030, total_loss = 1.397716 total_bbox = 105, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.306100, GIOU: 0.222687), Class: 0.442555, Obj: 0.001768, No Obj: 0.002583, .5R: 0.000000, .75R: 0.000000, count: 11, class_loss = 3.794799, iou_loss = 21.938177, total_loss = 25.732977 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.292268, GIOU: 0.216481), Class: 0.587395, Obj: 0.012048, No Obj: 0.005564, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.649869, iou_loss = 0.598545, total_loss = 2.248414 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.644569, GIOU: 0.625917), Class: 0.589962, Obj: 0.012627, No Obj: 0.016347, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.945342, iou_loss = 0.106062, total_loss = 1.051404 total_bbox = 123, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.337076, GIOU: 0.285736), Class: 0.505986, Obj: 0.003106, No Obj: 0.002577, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.974250, iou_loss = 5.957312, total_loss = 8.931561 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.363435, GIOU: 0.273178), Class: 0.555648, Obj: 0.007961, No Obj: 0.005617, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.566062, iou_loss = 1.686575, total_loss = 4.252637 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016299, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.371580, iou_loss = 0.000000, total_loss = 0.371580 total_bbox = 140, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.346958, GIOU: 0.268202), Class: 0.432555, Obj: 0.003339, No Obj: 0.002868, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.177499, iou_loss = 26.318665, total_loss = 29.496162 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.342012, GIOU: 0.250785), Class: 0.587290, Obj: 0.010156, No Obj: 0.005976, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.086645, iou_loss = 0.437209, total_loss = 1.523853 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.316825, GIOU: 0.255087), Class: 0.477268, Obj: 0.017886, No Obj: 0.016720, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.004748, iou_loss = 0.011855, total_loss = 1.016602 total_bbox = 154, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.439692, GIOU: 0.365357), Class: 0.470662, Obj: 0.002574, No Obj: 0.002615, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.765729, iou_loss = 29.325491, total_loss = 32.091221 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.262166, GIOU: 0.138501), Class: 0.502829, Obj: 0.005833, No Obj: 0.005460, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.373830, iou_loss = 0.505488, total_loss = 2.879318 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.487323, GIOU: 0.479765), Class: 0.452162, Obj: 0.010422, No Obj: 0.015832, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.673606, iou_loss = 0.161477, total_loss = 0.835083 total_bbox = 170, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335055, GIOU: 0.244768), Class: 0.413840, Obj: 0.001590, No Obj: 0.002476, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.559747, iou_loss = 20.000916, total_loss = 24.560663 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349648, GIOU: 0.349648), Class: 0.483111, Obj: 0.006247, No Obj: 0.005412, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.818923, iou_loss = 0.359191, total_loss = 1.178114 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015796, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.353523, iou_loss = 0.000000, total_loss = 0.353523 total_bbox = 185, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.305267, GIOU: 0.192990), Class: 0.460700, Obj: 0.001759, No Obj: 0.002655, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.104952, iou_loss = 5.606081, total_loss = 8.711033 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.300455, GIOU: 0.173619), Class: 0.644402, Obj: 0.007033, No Obj: 0.005646, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.150717, iou_loss = 0.707969, total_loss = 2.858685 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.341740, GIOU: 0.337005), Class: 0.541343, Obj: 0.019933, No Obj: 0.016139, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.246319, iou_loss = 0.086327, total_loss = 1.332646 total_bbox = 204, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.437530, GIOU: 0.370078), Class: 0.507763, Obj: 0.002568, No Obj: 0.002686, .5R: 0.333333, .75R: 0.000000, count: 12, class_loss = 3.936401, iou_loss = 16.994633, total_loss = 20.931034 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.209357, GIOU: 0.186595), Class: 0.561228, Obj: 0.005682, No Obj: 0.005461, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.558236, iou_loss = 0.407264, total_loss = 2.965501 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015692, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.345170, iou_loss = 0.000000, total_loss = 0.345170 total_bbox = 224, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.281971, GIOU: 0.195533), Class: 0.463137, Obj: 0.001639, No Obj: 0.002555, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.406921, iou_loss = 11.075054, total_loss = 15.481975 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.345263, GIOU: 0.330938), Class: 0.702991, Obj: 0.005739, No Obj: 0.005623, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.731425, iou_loss = 0.319785, total_loss = 1.051210 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016305, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.366809, iou_loss = 0.000000, total_loss = 0.366809 total_bbox = 239, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.452886, GIOU: 0.380657), Class: 0.443087, Obj: 0.003977, No Obj: 0.002738, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.506469, iou_loss = 4.325220, total_loss = 5.831689 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.187181, GIOU: 0.141253), Class: 0.637260, Obj: 0.010207, No Obj: 0.005826, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.762761, iou_loss = 0.040553, total_loss = 0.803314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.478589, GIOU: 0.438607), Class: 0.577810, Obj: 0.020685, No Obj: 0.016854, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.979717, iou_loss = 0.019342, total_loss = 0.999059 total_bbox = 247, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.365849, GIOU: 0.254732), Class: 0.417410, Obj: 0.001733, No Obj: 0.002905, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.288088, iou_loss = 9.271456, total_loss = 12.559544 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.360664, GIOU: 0.288460), Class: 0.522965, Obj: 0.007870, No Obj: 0.006051, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.658056, iou_loss = 0.796930, total_loss = 3.454986 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.368955, GIOU: 0.276405), Class: 0.486007, Obj: 0.026080, No Obj: 0.018017, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.295700, iou_loss = 0.078776, total_loss = 2.374476 total_bbox = 270, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.291739, GIOU: 0.225740), Class: 0.503783, Obj: 0.001965, No Obj: 0.002972, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.105693, iou_loss = 3.168006, total_loss = 5.273700 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.350101, GIOU: 0.234420), Class: 0.557534, Obj: 0.007172, No Obj: 0.006227, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.309769, iou_loss = 1.119187, total_loss = 3.428957 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.333807, GIOU: 0.266472), Class: 0.444856, Obj: 0.014548, No Obj: 0.018253, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.746489, iou_loss = 0.036331, total_loss = 1.782821 total_bbox = 287, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 201: 2.152618, 2.152618 avg loss, 0.000002 rate, 5.923149 seconds, 12864 images, -1.000000 hours left Loaded: 0.000094 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.425107, GIOU: 0.254423), Class: 0.414138, Obj: 0.003655, No Obj: 0.002887, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.227337, iou_loss = 15.157822, total_loss = 17.385159 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.404470, GIOU: 0.294847), Class: 0.506516, Obj: 0.015871, No Obj: 0.005921, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.513896, iou_loss = 0.388004, total_loss = 0.901900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.420586, GIOU: 0.386858), Class: 0.519785, Obj: 0.020169, No Obj: 0.018024, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.956051, iou_loss = 0.035254, total_loss = 1.991305 total_bbox = 299, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316135, GIOU: 0.228314), Class: 0.474862, Obj: 0.003941, No Obj: 0.003198, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 3.119611, iou_loss = 11.352442, total_loss = 14.472054 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.383347, GIOU: 0.264265), Class: 0.557568, Obj: 0.008405, No Obj: 0.006305, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.896278, iou_loss = 1.297627, total_loss = 4.193905 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.396084, GIOU: 0.359513), Class: 0.502083, Obj: 0.017526, No Obj: 0.019024, .5R: 0.454545, .75R: 0.000000, count: 11, class_loss = 3.854158, iou_loss = 0.304241, total_loss = 4.158399 total_bbox = 328, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.396856, GIOU: 0.354891), Class: 0.493687, Obj: 0.002668, No Obj: 0.003021, .5R: 0.333333, .75R: 0.000000, count: 12, class_loss = 4.007535, iou_loss = 24.100491, total_loss = 28.108025 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.303097, GIOU: 0.201414), Class: 0.642520, Obj: 0.006357, No Obj: 0.005996, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.911730, iou_loss = 0.410099, total_loss = 2.321829 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.272413, GIOU: 0.174653), Class: 0.483591, Obj: 0.015955, No Obj: 0.017564, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.363215, iou_loss = 0.049601, total_loss = 1.412816 total_bbox = 349, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.361828, GIOU: 0.279444), Class: 0.488171, Obj: 0.005698, No Obj: 0.003034, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 4.000558, iou_loss = 19.819721, total_loss = 23.820280 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.433995, GIOU: 0.358491), Class: 0.604571, Obj: 0.010167, No Obj: 0.005961, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.210348, iou_loss = 1.075017, total_loss = 3.285365 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.392671, GIOU: 0.346374), Class: 0.519446, Obj: 0.017838, No Obj: 0.017590, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.567427, iou_loss = 0.109705, total_loss = 2.677133 total_bbox = 375, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.314726, GIOU: 0.192269), Class: 0.460867, Obj: 0.003352, No Obj: 0.002681, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.383281, iou_loss = 26.946056, total_loss = 31.329336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.392242, GIOU: 0.338524), Class: 0.603188, Obj: 0.004936, No Obj: 0.005729, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.655608, iou_loss = 0.837643, total_loss = 2.493251 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.312298, GIOU: 0.303027), Class: 0.430251, Obj: 0.019985, No Obj: 0.016862, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.041263, iou_loss = 0.076783, total_loss = 1.118046 total_bbox = 395, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.351008, GIOU: 0.261009), Class: 0.466433, Obj: 0.001562, No Obj: 0.003175, .5R: 0.285714, .75R: 0.000000, count: 14, class_loss = 4.791037, iou_loss = 20.957739, total_loss = 25.748775 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.328763, GIOU: 0.210917), Class: 0.556234, Obj: 0.010053, No Obj: 0.006184, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.895575, iou_loss = 1.812638, total_loss = 4.708213 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.403645, GIOU: 0.285527), Class: 0.344195, Obj: 0.017822, No Obj: 0.018843, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.198584, iou_loss = 0.064811, total_loss = 1.263395 total_bbox = 420, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.263868, GIOU: 0.202180), Class: 0.486873, Obj: 0.002624, No Obj: 0.003001, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.723304, iou_loss = 10.488047, total_loss = 14.211350 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.346167, GIOU: 0.198281), Class: 0.559498, Obj: 0.008356, No Obj: 0.006074, .5R: 0.166667, .75R: 0.083333, count: 12, class_loss = 3.777902, iou_loss = 2.405160, total_loss = 6.183062 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.383248, GIOU: 0.377562), Class: 0.447180, Obj: 0.020832, No Obj: 0.017830, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.713034, iou_loss = 0.083905, total_loss = 1.796939 total_bbox = 447, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.385931, GIOU: 0.276130), Class: 0.483818, Obj: 0.004247, No Obj: 0.003021, .5R: 0.307692, .75R: 0.000000, count: 13, class_loss = 4.361010, iou_loss = 28.121901, total_loss = 32.482910 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249789, GIOU: 0.156320), Class: 0.587205, Obj: 0.007759, No Obj: 0.006087, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.254797, iou_loss = 0.602371, total_loss = 2.857168 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.345716, GIOU: 0.302819), Class: 0.336383, Obj: 0.004826, No Obj: 0.017356, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.768321, iou_loss = 0.032400, total_loss = 0.800721 total_bbox = 468, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.342250, GIOU: 0.240410), Class: 0.461431, Obj: 0.004009, No Obj: 0.002770, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.132153, iou_loss = 3.431493, total_loss = 5.563646 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.352875, GIOU: 0.292526), Class: 0.552996, Obj: 0.007565, No Obj: 0.005804, .5R: 0.153846, .75R: 0.076923, count: 13, class_loss = 4.100246, iou_loss = 2.383310, total_loss = 6.483556 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.390890, GIOU: 0.348692), Class: 0.461893, Obj: 0.023303, No Obj: 0.016444, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.261070, iou_loss = 0.359830, total_loss = 2.620899 total_bbox = 493, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.187270, GIOU: 0.164001), Class: 0.508265, Obj: 0.003475, No Obj: 0.002744, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.827963, iou_loss = 0.197822, total_loss = 1.025785 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.327495, GIOU: 0.181927), Class: 0.594599, Obj: 0.006604, No Obj: 0.005822, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.661371, iou_loss = 0.517729, total_loss = 2.179100 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.522220, GIOU: 0.521620), Class: 0.661394, Obj: 0.010592, No Obj: 0.016585, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.655894, iou_loss = 0.196916, total_loss = 0.852809 total_bbox = 501, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.292352, GIOU: 0.165750), Class: 0.403426, Obj: 0.000430, No Obj: 0.002532, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.876362, iou_loss = 9.426452, total_loss = 11.302814 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.259766, GIOU: -0.046753), Class: 0.673557, Obj: 0.004767, No Obj: 0.005551, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.462149, iou_loss = 0.029496, total_loss = 0.491645 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.723760, GIOU: 0.691941), Class: 0.554763, Obj: 0.013201, No Obj: 0.016275, .5R: 1.000000, .75R: 0.500000, count: 2, class_loss = 0.963271, iou_loss = 0.036204, total_loss = 0.999475 total_bbox = 509, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.202379, GIOU: 0.196059), Class: 0.550055, Obj: 0.005227, No Obj: 0.002615, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.775784, iou_loss = 1.257435, total_loss = 2.033219 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.276024, GIOU: 0.085997), Class: 0.512242, Obj: 0.007875, No Obj: 0.005617, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.422208, iou_loss = 0.243600, total_loss = 1.665809 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.517581, GIOU: 0.509451), Class: 0.322804, Obj: 0.018877, No Obj: 0.016449, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.093551, iou_loss = 0.215071, total_loss = 1.308622 total_bbox = 517, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.290606, GIOU: 0.274516), Class: 0.420281, Obj: 0.001993, No Obj: 0.002649, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.536179, iou_loss = 1.975500, total_loss = 3.511679 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.364667, GIOU: 0.216737), Class: 0.613427, Obj: 0.007461, No Obj: 0.005616, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.190959, iou_loss = 1.093799, total_loss = 3.284758 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.387916, GIOU: 0.342330), Class: 0.465014, Obj: 0.012453, No Obj: 0.015967, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.622447, iou_loss = 0.124048, total_loss = 1.746495 total_bbox = 532, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.295056, GIOU: 0.179849), Class: 0.485462, Obj: 0.002131, No Obj: 0.002836, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.341177, iou_loss = 14.466997, total_loss = 18.808174 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271995, GIOU: 0.206243), Class: 0.634331, Obj: 0.006779, No Obj: 0.005944, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.772264, iou_loss = 0.902798, total_loss = 1.675061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.374220, GIOU: 0.374220), Class: 0.559448, Obj: 0.011157, No Obj: 0.017209, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.305943, iou_loss = 0.052488, total_loss = 1.358431 total_bbox = 550, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.344208, GIOU: 0.284845), Class: 0.455067, Obj: 0.004435, No Obj: 0.002922, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.432604, iou_loss = 21.442907, total_loss = 25.875511 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.243712, GIOU: 0.060145), Class: 0.609699, Obj: 0.009469, No Obj: 0.005999, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.918100, iou_loss = 0.275388, total_loss = 2.193489 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.436306, GIOU: 0.326891), Class: 0.567777, Obj: 0.020421, No Obj: 0.017239, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 2.995594, iou_loss = 0.221187, total_loss = 3.216781 total_bbox = 578, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283044, GIOU: 0.058398), Class: 0.491881, Obj: 0.001517, No Obj: 0.002909, .5R: 0.000000, .75R: 0.000000, count: 11, class_loss = 3.688452, iou_loss = 7.853969, total_loss = 11.542421 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.286208, GIOU: 0.021236), Class: 0.507165, Obj: 0.005062, No Obj: 0.005933, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.691302, iou_loss = 1.180736, total_loss = 3.872038 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.363735, GIOU: 0.328630), Class: 0.624076, Obj: 0.011964, No Obj: 0.017550, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.701990, iou_loss = 0.038607, total_loss = 0.740597 total_bbox = 598, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 202: 2.295099, 2.166866 avg loss, 0.000002 rate, 5.924007 seconds, 12928 images, 9.541360 hours left Loaded: 0.000104 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363928, GIOU: 0.316295), Class: 0.485793, Obj: 0.002573, No Obj: 0.002983, .5R: 0.238095, .75R: 0.000000, count: 21, class_loss = 6.910164, iou_loss = 30.467163, total_loss = 37.377327 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.385637, GIOU: 0.313138), Class: 0.568327, Obj: 0.007897, No Obj: 0.006005, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.570811, iou_loss = 1.466621, total_loss = 4.037432 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.017722, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.437078, iou_loss = 0.000000, total_loss = 0.437078 total_bbox = 627, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.277946, GIOU: 0.182956), Class: 0.530413, Obj: 0.003348, No Obj: 0.003007, .5R: 0.000000, .75R: 0.000000, count: 13, class_loss = 4.195098, iou_loss = 25.769905, total_loss = 29.965004 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.297032, GIOU: 0.130168), Class: 0.613824, Obj: 0.006250, No Obj: 0.005874, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.492418, iou_loss = 0.558260, total_loss = 3.050678 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.362313, GIOU: 0.334373), Class: 0.518489, Obj: 0.016214, No Obj: 0.017251, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.223548, iou_loss = 0.090613, total_loss = 2.314161 total_bbox = 654, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348418, GIOU: 0.176093), Class: 0.526666, Obj: 0.003272, No Obj: 0.002954, .5R: 0.117647, .75R: 0.000000, count: 17, class_loss = 5.441566, iou_loss = 12.138145, total_loss = 17.579712 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.174052, GIOU: 0.015850), Class: 0.550738, Obj: 0.005586, No Obj: 0.005881, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.303096, iou_loss = 0.220149, total_loss = 2.523245 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016994, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.399383, iou_loss = 0.000000, total_loss = 0.399383 total_bbox = 678, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.427182, GIOU: 0.366215), Class: 0.508027, Obj: 0.003181, No Obj: 0.003018, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.707995, iou_loss = 16.618229, total_loss = 19.326223 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.393345, GIOU: 0.236359), Class: 0.621797, Obj: 0.005776, No Obj: 0.006041, .5R: 0.111111, .75R: 0.111111, count: 9, class_loss = 2.785338, iou_loss = 1.233488, total_loss = 4.018826 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.365872, GIOU: 0.297962), Class: 0.496492, Obj: 0.014516, No Obj: 0.017074, .5R: 0.230769, .75R: 0.076923, count: 13, class_loss = 4.427752, iou_loss = 0.185011, total_loss = 4.612764 total_bbox = 708, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.390585, GIOU: 0.331927), Class: 0.471090, Obj: 0.004349, No Obj: 0.003073, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.116531, iou_loss = 8.416490, total_loss = 11.533021 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.355091, GIOU: 0.277424), Class: 0.540056, Obj: 0.007625, No Obj: 0.006119, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.942127, iou_loss = 1.052630, total_loss = 3.994757 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.476271, GIOU: 0.460432), Class: 0.458370, Obj: 0.028324, No Obj: 0.017963, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.383100, iou_loss = 0.226099, total_loss = 1.609198 total_bbox = 729, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.324737, GIOU: 0.272500), Class: 0.457915, Obj: 0.003389, No Obj: 0.002751, .5R: 0.117647, .75R: 0.000000, count: 17, class_loss = 5.724478, iou_loss = 18.028862, total_loss = 23.753340 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.226784, GIOU: 0.178112), Class: 0.566101, Obj: 0.002840, No Obj: 0.005688, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.983674, iou_loss = 0.337757, total_loss = 2.321431 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016284, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367693, iou_loss = 0.000000, total_loss = 0.367693 total_bbox = 752, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.458435, GIOU: 0.416868), Class: 0.488818, Obj: 0.003243, No Obj: 0.002954, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.428410, iou_loss = 8.781979, total_loss = 11.210389 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.096056, GIOU: -0.002493), Class: 0.426865, Obj: 0.005265, No Obj: 0.006090, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.214170, iou_loss = 0.019943, total_loss = 1.234112 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.448494, GIOU: 0.331277), Class: 0.460860, Obj: 0.019934, No Obj: 0.017560, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 2.006083, iou_loss = 0.032222, total_loss = 2.038305 total_bbox = 767, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.251822, GIOU: -0.062715), Class: 0.512862, Obj: 0.002725, No Obj: 0.002731, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.804907, iou_loss = 0.293989, total_loss = 1.098896 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.202170, GIOU: -0.044193), Class: 0.466923, Obj: 0.010220, No Obj: 0.005843, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.837590, iou_loss = 0.068853, total_loss = 0.906443 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.504189, GIOU: 0.504189), Class: 0.545394, Obj: 0.032117, No Obj: 0.017043, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.551151, iou_loss = 0.035201, total_loss = 1.586352 total_bbox = 775, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.335235, GIOU: 0.204262), Class: 0.470834, Obj: 0.002031, No Obj: 0.002899, .5R: 0.176471, .75R: 0.000000, count: 17, class_loss = 5.679296, iou_loss = 22.185783, total_loss = 27.865080 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.303695, GIOU: 0.176542), Class: 0.605859, Obj: 0.005242, No Obj: 0.005889, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.804430, iou_loss = 0.742449, total_loss = 3.546879 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.440327, GIOU: 0.331437), Class: 0.470587, Obj: 0.018582, No Obj: 0.017392, .5R: 0.555556, .75R: 0.111111, count: 9, class_loss = 3.234761, iou_loss = 0.178218, total_loss = 3.412980 total_bbox = 810, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.387544, GIOU: 0.264785), Class: 0.463834, Obj: 0.003090, No Obj: 0.003052, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 3.136153, iou_loss = 12.847246, total_loss = 15.983399 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.313143, GIOU: 0.279127), Class: 0.582481, Obj: 0.003572, No Obj: 0.006101, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.098470, iou_loss = 0.413683, total_loss = 1.512153 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.476226, GIOU: 0.431361), Class: 0.588213, Obj: 0.015281, No Obj: 0.018152, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.030989, iou_loss = 0.017195, total_loss = 1.048183 total_bbox = 824, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.358198, GIOU: 0.297172), Class: 0.483398, Obj: 0.003675, No Obj: 0.003019, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 4.029074, iou_loss = 16.754524, total_loss = 20.783598 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.345780, GIOU: 0.170725), Class: 0.555121, Obj: 0.007554, No Obj: 0.006000, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.592477, iou_loss = 1.045843, total_loss = 3.638320 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.378668, GIOU: 0.364160), Class: 0.470244, Obj: 0.026988, No Obj: 0.017861, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.981094, iou_loss = 0.149482, total_loss = 2.130576 total_bbox = 849, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283009, GIOU: 0.151339), Class: 0.499462, Obj: 0.002128, No Obj: 0.002973, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 4.014021, iou_loss = 17.599541, total_loss = 21.613562 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.299651, GIOU: 0.178819), Class: 0.536043, Obj: 0.008084, No Obj: 0.006228, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.646343, iou_loss = 0.555804, total_loss = 3.202147 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.378165, GIOU: 0.294477), Class: 0.433967, Obj: 0.016692, No Obj: 0.017663, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 3.365111, iou_loss = 0.109519, total_loss = 3.474629 total_bbox = 878, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.416598, GIOU: 0.353602), Class: 0.452707, Obj: 0.002363, No Obj: 0.002874, .5R: 0.437500, .75R: 0.000000, count: 16, class_loss = 5.444546, iou_loss = 31.329430, total_loss = 36.773975 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.257879, GIOU: 0.135700), Class: 0.567859, Obj: 0.008331, No Obj: 0.005884, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.269185, iou_loss = 0.601824, total_loss = 2.871009 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.474132, GIOU: 0.474132), Class: 0.432494, Obj: 0.022641, No Obj: 0.017421, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.382480, iou_loss = 0.054179, total_loss = 1.436659 total_bbox = 904, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283822, GIOU: 0.130917), Class: 0.504890, Obj: 0.001441, No Obj: 0.002744, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.362487, iou_loss = 4.384941, total_loss = 7.747427 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.324599, GIOU: 0.208780), Class: 0.618261, Obj: 0.005248, No Obj: 0.005781, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.212749, iou_loss = 1.328593, total_loss = 5.541342 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.246482, GIOU: 0.120169), Class: 0.456674, Obj: 0.015035, No Obj: 0.016559, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.975815, iou_loss = 0.075826, total_loss = 2.051641 total_bbox = 933, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.321434, GIOU: 0.240984), Class: 0.497372, Obj: 0.002054, No Obj: 0.002546, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 5.199835, iou_loss = 27.147348, total_loss = 32.347183 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271292, GIOU: 0.180711), Class: 0.518433, Obj: 0.005270, No Obj: 0.005570, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.027213, iou_loss = 0.451224, total_loss = 2.478437 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.450579, GIOU: 0.346124), Class: 0.538731, Obj: 0.027142, No Obj: 0.016193, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.947875, iou_loss = 0.025501, total_loss = 0.973376 total_bbox = 957, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.366855, GIOU: 0.284928), Class: 0.443791, Obj: 0.002289, No Obj: 0.002624, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 4.127985, iou_loss = 13.548822, total_loss = 17.676807 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.339919, GIOU: 0.237024), Class: 0.536190, Obj: 0.008496, No Obj: 0.005566, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.195787, iou_loss = 1.274376, total_loss = 4.470163 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.255942, GIOU: 0.255942), Class: 0.489567, Obj: 0.014464, No Obj: 0.016476, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.998573, iou_loss = 0.057350, total_loss = 1.055923 total_bbox = 981, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 203: 2.761005, 2.226280 avg loss, 0.000002 rate, 5.886103 seconds, 12992 images, 9.541358 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.271662, GIOU: 0.111850), Class: 0.526746, Obj: 0.002733, No Obj: 0.002830, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.041464, iou_loss = 10.938322, total_loss = 12.979786 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.304443, GIOU: 0.091038), Class: 0.595709, Obj: 0.008085, No Obj: 0.005962, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.799629, iou_loss = 0.594966, total_loss = 3.394596 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.456911, GIOU: 0.363477), Class: 0.427733, Obj: 0.020530, No Obj: 0.017536, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.367783, iou_loss = 0.074877, total_loss = 2.442659 total_bbox = 1002, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320674, GIOU: 0.191862), Class: 0.465609, Obj: 0.003763, No Obj: 0.003070, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.522941, iou_loss = 1.594045, total_loss = 3.116986 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.355947, GIOU: 0.205811), Class: 0.548773, Obj: 0.005906, No Obj: 0.006301, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.141870, iou_loss = 1.666278, total_loss = 5.808147 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.483577, GIOU: 0.416844), Class: 0.474429, Obj: 0.022029, No Obj: 0.018567, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.344082, iou_loss = 0.227386, total_loss = 2.571467 total_bbox = 1025, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348573, GIOU: 0.272805), Class: 0.526755, Obj: 0.003623, No Obj: 0.002877, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.512339, iou_loss = 10.820791, total_loss = 15.333130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.274323, GIOU: 0.242999), Class: 0.538333, Obj: 0.009218, No Obj: 0.005814, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.007902, iou_loss = 1.051733, total_loss = 3.059635 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016999, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.404443, iou_loss = 0.000000, total_loss = 0.404443 total_bbox = 1045, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.245671, GIOU: 0.097812), Class: 0.477450, Obj: 0.000626, No Obj: 0.002557, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.133400, iou_loss = 1.615132, total_loss = 2.748532 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.336513, GIOU: 0.177248), Class: 0.517274, Obj: 0.005070, No Obj: 0.005554, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.040112, iou_loss = 0.646496, total_loss = 2.686608 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.373731, GIOU: 0.371947), Class: 0.445868, Obj: 0.014129, No Obj: 0.016117, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.328652, iou_loss = 0.087962, total_loss = 1.416615 total_bbox = 1057, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.332004, GIOU: 0.286670), Class: 0.449649, Obj: 0.002271, No Obj: 0.002685, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.810394, iou_loss = 13.904339, total_loss = 16.714733 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.352205, GIOU: 0.286794), Class: 0.542678, Obj: 0.005247, No Obj: 0.005766, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.409373, iou_loss = 0.483520, total_loss = 1.892893 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.374543, GIOU: 0.234543), Class: 0.456167, Obj: 0.017847, No Obj: 0.016621, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.030888, iou_loss = 0.018988, total_loss = 1.049876 total_bbox = 1071, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.340087, GIOU: 0.250120), Class: 0.486096, Obj: 0.001692, No Obj: 0.002822, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.702842, iou_loss = 19.037008, total_loss = 22.739851 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.362588, GIOU: 0.307973), Class: 0.599985, Obj: 0.004871, No Obj: 0.005837, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.367195, iou_loss = 0.432922, total_loss = 1.800117 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.403031, GIOU: 0.388758), Class: 0.424753, Obj: 0.025254, No Obj: 0.016662, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.023778, iou_loss = 0.081135, total_loss = 1.104914 total_bbox = 1088, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.370044, GIOU: 0.267912), Class: 0.447081, Obj: 0.001771, No Obj: 0.003061, .5R: 0.272727, .75R: 0.000000, count: 11, class_loss = 3.826147, iou_loss = 22.851694, total_loss = 26.677841 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.420823, GIOU: 0.363541), Class: 0.549586, Obj: 0.006911, No Obj: 0.006232, .5R: 0.555556, .75R: 0.111111, count: 9, class_loss = 2.917549, iou_loss = 2.032645, total_loss = 4.950194 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.545967, GIOU: 0.491544), Class: 0.542253, Obj: 0.012468, No Obj: 0.018273, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.352949, iou_loss = 0.208340, total_loss = 1.561288 total_bbox = 1111, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.218451, GIOU: 0.093442), Class: 0.478396, Obj: 0.001389, No Obj: 0.003023, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.158870, iou_loss = 3.955100, total_loss = 6.113970 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.426535, GIOU: 0.410305), Class: 0.602625, Obj: 0.003698, No Obj: 0.006127, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.382698, iou_loss = 0.840681, total_loss = 2.223378 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.473029, GIOU: 0.455841), Class: 0.546435, Obj: 0.020249, No Obj: 0.018250, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.629698, iou_loss = 0.112469, total_loss = 1.742168 total_bbox = 1125, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.204295, GIOU: 0.135476), Class: 0.541173, Obj: 0.001903, No Obj: 0.002923, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.730181, iou_loss = 3.574409, total_loss = 5.304590 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.320894, GIOU: 0.177566), Class: 0.600474, Obj: 0.005029, No Obj: 0.005965, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.260436, iou_loss = 1.307517, total_loss = 5.567953 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.442230, GIOU: 0.403130), Class: 0.411203, Obj: 0.015011, No Obj: 0.018816, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.806581, iou_loss = 0.264524, total_loss = 2.071106 total_bbox = 1148, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.385314, GIOU: 0.344786), Class: 0.519083, Obj: 0.002507, No Obj: 0.002849, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.130018, iou_loss = 10.559146, total_loss = 11.689164 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.304716, GIOU: 0.263080), Class: 0.651662, Obj: 0.008504, No Obj: 0.005938, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.320470, iou_loss = 0.792707, total_loss = 2.113177 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.412556, GIOU: 0.335873), Class: 0.470431, Obj: 0.011660, No Obj: 0.017742, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.025092, iou_loss = 0.196380, total_loss = 2.221472 total_bbox = 1160, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348847, GIOU: 0.267976), Class: 0.474611, Obj: 0.003332, No Obj: 0.002697, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.339170, iou_loss = 11.037592, total_loss = 15.376761 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.299099, GIOU: 0.197802), Class: 0.561113, Obj: 0.004325, No Obj: 0.005620, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.752726, iou_loss = 1.013790, total_loss = 4.766516 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.177154, GIOU: 0.098578), Class: 0.463032, Obj: 0.019068, No Obj: 0.016261, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.618911, iou_loss = 0.024375, total_loss = 1.643286 total_bbox = 1189, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.352570, GIOU: 0.268128), Class: 0.484302, Obj: 0.001605, No Obj: 0.002634, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.362936, iou_loss = 19.504210, total_loss = 22.867146 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.219967, GIOU: 0.219967), Class: 0.489608, Obj: 0.005233, No Obj: 0.005477, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.497611, iou_loss = 0.082957, total_loss = 0.580567 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016165, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.364734, iou_loss = 0.000000, total_loss = 0.364734 total_bbox = 1200, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.476290, GIOU: 0.463096), Class: 0.521710, Obj: 0.002112, No Obj: 0.002721, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.458717, iou_loss = 3.938477, total_loss = 5.397194 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.229766, GIOU: 0.156726), Class: 0.563241, Obj: 0.003739, No Obj: 0.005537, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.378320, iou_loss = 0.260613, total_loss = 1.638933 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015779, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.352480, iou_loss = 0.000000, total_loss = 0.352480 total_bbox = 1208, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.452121, GIOU: 0.397098), Class: 0.451549, Obj: 0.003541, No Obj: 0.002645, .5R: 0.307692, .75R: 0.076923, count: 13, class_loss = 4.411153, iou_loss = 14.603920, total_loss = 19.015074 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.236366, GIOU: 0.163033), Class: 0.576632, Obj: 0.006360, No Obj: 0.005661, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.116194, iou_loss = 0.691605, total_loss = 3.807798 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.353774, GIOU: 0.353774), Class: 0.375069, Obj: 0.021429, No Obj: 0.016255, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.049596, iou_loss = 0.063004, total_loss = 1.112599 total_bbox = 1233, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.369652, GIOU: 0.292324), Class: 0.449748, Obj: 0.001575, No Obj: 0.002728, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.490260, iou_loss = 8.039392, total_loss = 10.529653 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.298337, GIOU: 0.158284), Class: 0.531747, Obj: 0.007657, No Obj: 0.005748, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.627797, iou_loss = 0.775315, total_loss = 3.403112 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.301652, GIOU: 0.173880), Class: 0.449644, Obj: 0.020507, No Obj: 0.016277, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.009205, iou_loss = 0.029740, total_loss = 1.038945 total_bbox = 1250, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283839, GIOU: 0.188393), Class: 0.398097, Obj: 0.002123, No Obj: 0.002775, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.574629, iou_loss = 4.738083, total_loss = 6.312713 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.181029, GIOU: 0.179806), Class: 0.551878, Obj: 0.008995, No Obj: 0.005589, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.079435, iou_loss = 0.097013, total_loss = 1.176447 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016453, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.384977, iou_loss = 0.000000, total_loss = 0.384977 total_bbox = 1257, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 204: 2.060529, 2.209705 avg loss, 0.000002 rate, 5.755113 seconds, 13056 images, 9.540729 hours left Loaded: 0.000041 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.406883, GIOU: 0.353490), Class: 0.449941, Obj: 0.003175, No Obj: 0.002723, .5R: 0.312500, .75R: 0.000000, count: 16, class_loss = 5.405880, iou_loss = 16.510061, total_loss = 21.915941 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.177618, GIOU: 0.177618), Class: 0.533130, Obj: 0.011749, No Obj: 0.005692, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.997227, iou_loss = 0.312366, total_loss = 2.309593 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.583265, GIOU: 0.575280), Class: 0.456625, Obj: 0.019694, No Obj: 0.016964, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 1.028032, iou_loss = 0.027316, total_loss = 1.055348 total_bbox = 1281, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.578119, GIOU: 0.506647), Class: 0.436040, Obj: 0.000699, No Obj: 0.002630, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.517363, iou_loss = 4.093805, total_loss = 4.611169 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.406979, GIOU: 0.333400), Class: 0.601995, Obj: 0.008329, No Obj: 0.005717, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.917805, iou_loss = 0.758210, total_loss = 2.676015 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.406042, GIOU: 0.386112), Class: 0.513541, Obj: 0.017500, No Obj: 0.016548, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.204195, iou_loss = 0.235345, total_loss = 2.439540 total_bbox = 1294, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.424268, GIOU: 0.313883), Class: 0.450523, Obj: 0.003325, No Obj: 0.002685, .5R: 0.384615, .75R: 0.000000, count: 13, class_loss = 4.411785, iou_loss = 16.907406, total_loss = 21.319191 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.294147, GIOU: 0.246222), Class: 0.491920, Obj: 0.006264, No Obj: 0.005630, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.066987, iou_loss = 0.522056, total_loss = 2.589042 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016009, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360692, iou_loss = 0.000000, total_loss = 0.360692 total_bbox = 1313, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.282797, GIOU: 0.268944), Class: 0.571127, Obj: 0.002629, No Obj: 0.002968, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.419093, iou_loss = 2.077798, total_loss = 3.496891 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349125, GIOU: 0.175033), Class: 0.602114, Obj: 0.007862, No Obj: 0.006239, .5R: 0.300000, .75R: 0.000000, count: 10, class_loss = 3.099331, iou_loss = 1.146164, total_loss = 4.245495 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.313975, GIOU: 0.261728), Class: 0.477727, Obj: 0.018030, No Obj: 0.017752, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.580371, iou_loss = 0.293136, total_loss = 3.873507 total_bbox = 1337, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320421, GIOU: 0.220280), Class: 0.402855, Obj: 0.001571, No Obj: 0.002977, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.263895, iou_loss = 13.515266, total_loss = 15.779160 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.315684, GIOU: 0.074394), Class: 0.594596, Obj: 0.007747, No Obj: 0.006036, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.235985, iou_loss = 0.538369, total_loss = 2.774355 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.360266, GIOU: 0.329841), Class: 0.463651, Obj: 0.014932, No Obj: 0.017744, .5R: 0.222222, .75R: 0.111111, count: 9, class_loss = 3.273558, iou_loss = 0.245298, total_loss = 3.518856 total_bbox = 1359, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.414666, GIOU: 0.319088), Class: 0.487044, Obj: 0.002826, No Obj: 0.002743, .5R: 0.285714, .75R: 0.000000, count: 14, class_loss = 4.624738, iou_loss = 15.453118, total_loss = 20.077856 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.289581, GIOU: 0.173303), Class: 0.545526, Obj: 0.004789, No Obj: 0.005699, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.608425, iou_loss = 0.694774, total_loss = 3.303200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.490024, GIOU: 0.467578), Class: 0.467604, Obj: 0.033154, No Obj: 0.016931, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.233691, iou_loss = 0.102131, total_loss = 2.335822 total_bbox = 1387, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.383506, GIOU: 0.360550), Class: 0.523150, Obj: 0.008268, No Obj: 0.002687, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.791884, iou_loss = 7.786406, total_loss = 8.578290 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005812, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.208105, iou_loss = 0.000000, total_loss = 0.208105 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.527723, GIOU: 0.510567), Class: 0.552436, Obj: 0.021662, No Obj: 0.016151, .5R: 1.000000, .75R: 0.000000, count: 2, class_loss = 0.944373, iou_loss = 0.026631, total_loss = 0.971004 total_bbox = 1391, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.353406, GIOU: 0.241230), Class: 0.567766, Obj: 0.003066, No Obj: 0.002702, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.093822, iou_loss = 8.186743, total_loss = 9.280565 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.331627, GIOU: 0.264056), Class: 0.537091, Obj: 0.004821, No Obj: 0.005751, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 3.858001, iou_loss = 1.522791, total_loss = 5.380793 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.303345, GIOU: 0.265161), Class: 0.422789, Obj: 0.021525, No Obj: 0.016069, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.663238, iou_loss = 0.084585, total_loss = 1.747823 total_bbox = 1410, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.370384, GIOU: 0.299884), Class: 0.500595, Obj: 0.002684, No Obj: 0.002670, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.071101, iou_loss = 4.110159, total_loss = 6.181260 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.279410, GIOU: 0.259154), Class: 0.584932, Obj: 0.007321, No Obj: 0.005678, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.658944, iou_loss = 0.393491, total_loss = 2.052435 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016155, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.363874, iou_loss = 0.000000, total_loss = 0.363874 total_bbox = 1421, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.388413, GIOU: 0.300747), Class: 0.513588, Obj: 0.002514, No Obj: 0.002707, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.617974, iou_loss = 13.178569, total_loss = 16.796543 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.281719, GIOU: 0.239760), Class: 0.591733, Obj: 0.004564, No Obj: 0.005514, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.344316, iou_loss = 0.354661, total_loss = 1.698977 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.410567, GIOU: 0.410567), Class: 0.449622, Obj: 0.018526, No Obj: 0.015872, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.298621, iou_loss = 0.052314, total_loss = 1.350935 total_bbox = 1439, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316795, GIOU: 0.243089), Class: 0.524674, Obj: 0.003237, No Obj: 0.002599, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.277592, iou_loss = 10.648608, total_loss = 13.926200 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.420482, GIOU: 0.299271), Class: 0.628141, Obj: 0.006164, No Obj: 0.005602, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.617492, iou_loss = 0.936144, total_loss = 2.553636 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.503744, GIOU: 0.418112), Class: 0.551082, Obj: 0.023374, No Obj: 0.016231, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.655605, iou_loss = 0.033415, total_loss = 0.689021 total_bbox = 1455, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.312259, GIOU: 0.261506), Class: 0.420273, Obj: 0.002236, No Obj: 0.002775, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.199111, iou_loss = 5.071854, total_loss = 6.270965 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349692, GIOU: 0.239159), Class: 0.569718, Obj: 0.005738, No Obj: 0.005772, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.675596, iou_loss = 0.488057, total_loss = 2.163653 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.324799, GIOU: 0.321405), Class: 0.502860, Obj: 0.017247, No Obj: 0.016865, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.024734, iou_loss = 0.074527, total_loss = 1.099261 total_bbox = 1465, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.465961, GIOU: 0.447412), Class: 0.289846, Obj: 0.000801, No Obj: 0.002598, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.548597, iou_loss = 2.146546, total_loss = 2.695143 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.357723, GIOU: 0.277737), Class: 0.564513, Obj: 0.010414, No Obj: 0.005795, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.980769, iou_loss = 0.797385, total_loss = 2.778155 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.432310, GIOU: 0.432310), Class: 0.521898, Obj: 0.016886, No Obj: 0.016933, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.324347, iou_loss = 0.060655, total_loss = 1.385003 total_bbox = 1475, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.382781, GIOU: 0.235255), Class: 0.416986, Obj: 0.002721, No Obj: 0.002798, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.579222, iou_loss = 13.012957, total_loss = 17.592178 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.284095, GIOU: 0.177732), Class: 0.493155, Obj: 0.005836, No Obj: 0.005705, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.393070, iou_loss = 0.827625, total_loss = 3.220695 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.352374, GIOU: 0.352374), Class: 0.452046, Obj: 0.009672, No Obj: 0.016693, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.708095, iou_loss = 0.029742, total_loss = 0.737837 total_bbox = 1496, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.339709, GIOU: 0.212215), Class: 0.505897, Obj: 0.001880, No Obj: 0.003148, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.747361, iou_loss = 12.548323, total_loss = 15.295684 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.306707, GIOU: 0.150630), Class: 0.519407, Obj: 0.010435, No Obj: 0.006471, .5R: 0.111111, .75R: 0.111111, count: 9, class_loss = 2.994184, iou_loss = 0.828301, total_loss = 3.822486 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.405178, GIOU: 0.332462), Class: 0.467605, Obj: 0.030361, No Obj: 0.019185, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 2.054475, iou_loss = 0.223361, total_loss = 2.277836 total_bbox = 1518, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.326370, GIOU: 0.234300), Class: 0.470880, Obj: 0.001819, No Obj: 0.002921, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.474002, iou_loss = 20.375687, total_loss = 22.849688 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005937, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.212182, iou_loss = 0.000000, total_loss = 0.212182 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.017388, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.414278, iou_loss = 0.000000, total_loss = 0.414278 total_bbox = 1525, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 205: 2.010788, 2.189813 avg loss, 0.000002 rate, 5.753181 seconds, 13120 images, 9.537980 hours left Loaded: 0.000061 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.403376, GIOU: 0.328629), Class: 0.473984, Obj: 0.003363, No Obj: 0.002806, .5R: 0.219512, .75R: 0.048780, count: 41, class_loss = 13.344863, iou_loss = 86.443741, total_loss = 99.788605 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.234103, GIOU: 0.030736), Class: 0.545478, Obj: 0.005617, No Obj: 0.005800, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.399830, iou_loss = 0.216385, total_loss = 1.616214 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016991, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.408218, iou_loss = 0.000000, total_loss = 0.408218 total_bbox = 1570, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.301920, GIOU: 0.204990), Class: 0.471145, Obj: 0.003392, No Obj: 0.002506, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 4.015511, iou_loss = 21.963739, total_loss = 25.979250 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.334410, GIOU: 0.137134), Class: 0.620003, Obj: 0.008486, No Obj: 0.005381, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.033986, iou_loss = 0.189520, total_loss = 1.223506 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.242008, GIOU: -0.099801), Class: 0.402772, Obj: 0.018290, No Obj: 0.015404, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.665484, iou_loss = 0.005121, total_loss = 0.670606 total_bbox = 1586, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.002577, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.173742, iou_loss = 0.000000, total_loss = 0.173742 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.420502, GIOU: 0.150313), Class: 0.652642, Obj: 0.005918, No Obj: 0.005628, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.746741, iou_loss = 0.436182, total_loss = 1.182922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.488851, GIOU: 0.486183), Class: 0.569333, Obj: 0.021622, No Obj: 0.016294, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.799456, iou_loss = 0.099709, total_loss = 1.899165 total_bbox = 1593, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.462061, GIOU: 0.416850), Class: 0.480090, Obj: 0.001695, No Obj: 0.002586, .5R: 0.428571, .75R: 0.142857, count: 7, class_loss = 2.416056, iou_loss = 8.974331, total_loss = 11.390387 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.331707, GIOU: 0.253644), Class: 0.588401, Obj: 0.019062, No Obj: 0.005582, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.614504, iou_loss = 0.567069, total_loss = 2.181573 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.219405, GIOU: 0.128794), Class: 0.427004, Obj: 0.014301, No Obj: 0.015808, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.329038, iou_loss = 0.012200, total_loss = 1.341237 total_bbox = 1608, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.270045, GIOU: 0.116730), Class: 0.439429, Obj: 0.000825, No Obj: 0.002657, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.519043, iou_loss = 14.613102, total_loss = 17.132145 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.387994, GIOU: 0.191826), Class: 0.558482, Obj: 0.008704, No Obj: 0.005389, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.773980, iou_loss = 0.621714, total_loss = 1.395694 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015203, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.318713, iou_loss = 0.000000, total_loss = 0.318713 total_bbox = 1617, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.254091, GIOU: 0.154149), Class: 0.470577, Obj: 0.002522, No Obj: 0.002589, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.448036, iou_loss = 16.223019, total_loss = 18.671055 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.250908, GIOU: 0.055950), Class: 0.556017, Obj: 0.004183, No Obj: 0.005431, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.689306, iou_loss = 0.449755, total_loss = 2.139061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.238167, GIOU: 0.173136), Class: 0.343702, Obj: 0.022400, No Obj: 0.015873, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.699792, iou_loss = 0.039876, total_loss = 0.739668 total_bbox = 1630, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.434851, GIOU: 0.420563), Class: 0.421877, Obj: 0.002195, No Obj: 0.002591, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.177154, iou_loss = 4.613096, total_loss = 5.790250 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.333813, GIOU: 0.104170), Class: 0.556491, Obj: 0.004957, No Obj: 0.005586, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.986203, iou_loss = 0.478248, total_loss = 2.464451 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.401213, GIOU: 0.391717), Class: 0.519118, Obj: 0.019028, No Obj: 0.016296, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.877041, iou_loss = 0.081940, total_loss = 1.958981 total_bbox = 1644, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.456852, GIOU: 0.361636), Class: 0.475898, Obj: 0.002866, No Obj: 0.002578, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.411584, iou_loss = 7.942287, total_loss = 10.353871 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.263929, GIOU: 0.172021), Class: 0.600158, Obj: 0.004931, No Obj: 0.005530, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.334956, iou_loss = 0.360907, total_loss = 1.695863 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.590437, GIOU: 0.527603), Class: 0.431818, Obj: 0.006473, No Obj: 0.015988, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.693337, iou_loss = 0.004587, total_loss = 0.697924 total_bbox = 1656, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.355109, GIOU: 0.288410), Class: 0.467817, Obj: 0.002231, No Obj: 0.002978, .5R: 0.166667, .75R: 0.000000, count: 18, class_loss = 6.055373, iou_loss = 28.724228, total_loss = 34.779602 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.263241, GIOU: 0.231451), Class: 0.519281, Obj: 0.006350, No Obj: 0.005806, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.044715, iou_loss = 1.057421, total_loss = 3.102136 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.522981, GIOU: 0.505575), Class: 0.529067, Obj: 0.025605, No Obj: 0.017360, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.297148, iou_loss = 0.045533, total_loss = 1.342681 total_bbox = 1683, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.404658, GIOU: 0.312785), Class: 0.471279, Obj: 0.004051, No Obj: 0.003017, .5R: 0.272727, .75R: 0.000000, count: 11, class_loss = 3.753956, iou_loss = 14.577698, total_loss = 18.331654 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.343899, GIOU: 0.224853), Class: 0.556615, Obj: 0.006207, No Obj: 0.005945, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.481382, iou_loss = 1.595623, total_loss = 5.077005 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.408945, GIOU: 0.377842), Class: 0.534012, Obj: 0.014400, No Obj: 0.017484, .5R: 0.333333, .75R: 0.166667, count: 6, class_loss = 2.220097, iou_loss = 0.191368, total_loss = 2.411465 total_bbox = 1711, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.418696, GIOU: 0.297220), Class: 0.541741, Obj: 0.003032, No Obj: 0.002781, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.705118, iou_loss = 10.945040, total_loss = 12.650157 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.299638, GIOU: 0.234417), Class: 0.526779, Obj: 0.006871, No Obj: 0.006000, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.046429, iou_loss = 0.684406, total_loss = 2.730835 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.432427, GIOU: 0.374607), Class: 0.527830, Obj: 0.018693, No Obj: 0.017437, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.924412, iou_loss = 0.062390, total_loss = 1.986802 total_bbox = 1727, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.245345, GIOU: 0.214600), Class: 0.475886, Obj: 0.001262, No Obj: 0.002614, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.432325, iou_loss = 6.649346, total_loss = 9.081671 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.207669, GIOU: 0.125784), Class: 0.549543, Obj: 0.008227, No Obj: 0.005424, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.777193, iou_loss = 0.060532, total_loss = 0.837725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.264801, GIOU: 0.264801), Class: 0.569408, Obj: 0.019395, No Obj: 0.015644, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.220819, iou_loss = 0.023347, total_loss = 1.244166 total_bbox = 1739, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.326602, GIOU: 0.258002), Class: 0.488099, Obj: 0.001553, No Obj: 0.002626, .5R: 0.133333, .75R: 0.000000, count: 15, class_loss = 4.969840, iou_loss = 34.917358, total_loss = 39.887199 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.243687, GIOU: 0.009926), Class: 0.581088, Obj: 0.004007, No Obj: 0.005532, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.950288, iou_loss = 0.221862, total_loss = 2.172150 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.381857, GIOU: 0.381857), Class: 0.484622, Obj: 0.018551, No Obj: 0.016130, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.287531, iou_loss = 0.117784, total_loss = 1.405315 total_bbox = 1763, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363516, GIOU: 0.242749), Class: 0.499810, Obj: 0.002193, No Obj: 0.002716, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.765337, iou_loss = 4.696208, total_loss = 6.461546 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.298851, GIOU: 0.255647), Class: 0.567751, Obj: 0.013876, No Obj: 0.005599, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.772168, iou_loss = 0.067590, total_loss = 0.839758 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.452139, GIOU: 0.436448), Class: 0.450466, Obj: 0.022946, No Obj: 0.016456, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 1.007916, iou_loss = 0.074400, total_loss = 1.082316 total_bbox = 1772, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.410869, GIOU: 0.332210), Class: 0.522171, Obj: 0.005406, No Obj: 0.003078, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 3.000774, iou_loss = 18.648697, total_loss = 21.649471 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.286469, GIOU: 0.230395), Class: 0.602502, Obj: 0.005294, No Obj: 0.006221, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.547948, iou_loss = 1.154473, total_loss = 3.702421 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.370529, GIOU: 0.267885), Class: 0.426182, Obj: 0.022867, No Obj: 0.018397, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.407450, iou_loss = 0.121293, total_loss = 2.528743 total_bbox = 1795, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.290465, GIOU: 0.135180), Class: 0.474529, Obj: 0.001865, No Obj: 0.002883, .5R: 0.000000, .75R: 0.000000, count: 13, class_loss = 4.389533, iou_loss = 19.042665, total_loss = 23.432198 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.346970, GIOU: 0.233641), Class: 0.489561, Obj: 0.007633, No Obj: 0.006019, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.107670, iou_loss = 1.087429, total_loss = 3.195099 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.334603, GIOU: 0.242335), Class: 0.500697, Obj: 0.014474, No Obj: 0.017815, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.601473, iou_loss = 0.063002, total_loss = 2.664474 total_bbox = 1821, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 206: 2.190793, 2.189911 avg loss, 0.000002 rate, 6.319376 seconds, 13184 images, 9.535211 hours left Loaded: 0.000075 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.346104, GIOU: 0.205571), Class: 0.422254, Obj: 0.003787, No Obj: 0.002946, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.567118, iou_loss = 22.083908, total_loss = 26.651026 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.210431, GIOU: 0.090593), Class: 0.570756, Obj: 0.006816, No Obj: 0.005688, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.955424, iou_loss = 0.217693, total_loss = 2.173117 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.322104, GIOU: 0.300785), Class: 0.424851, Obj: 0.024343, No Obj: 0.016517, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.351892, iou_loss = 0.064536, total_loss = 1.416428 total_bbox = 1843, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.302169, GIOU: 0.274718), Class: 0.422232, Obj: 0.003012, No Obj: 0.002933, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.223338, iou_loss = 15.677964, total_loss = 18.901302 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.006014, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.214513, iou_loss = 0.000000, total_loss = 0.214513 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.018048, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.448311, iou_loss = 0.000000, total_loss = 0.448311 total_bbox = 1852, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.354729, GIOU: 0.279675), Class: 0.468287, Obj: 0.002786, No Obj: 0.002713, .5R: 0.142857, .75R: 0.000000, count: 21, class_loss = 6.947837, iou_loss = 36.109768, total_loss = 43.057606 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.321833, GIOU: 0.176002), Class: 0.525208, Obj: 0.006549, No Obj: 0.005714, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.328264, iou_loss = 0.768130, total_loss = 3.096393 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.307635, GIOU: 0.307636), Class: 0.283333, Obj: 0.024233, No Obj: 0.017076, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.769932, iou_loss = 0.022600, total_loss = 0.792532 total_bbox = 1881, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.357743, GIOU: 0.285121), Class: 0.426086, Obj: 0.003175, No Obj: 0.002986, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 4.225332, iou_loss = 19.858736, total_loss = 24.084068 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.281258, GIOU: -0.004896), Class: 0.569464, Obj: 0.004807, No Obj: 0.005987, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.801711, iou_loss = 0.061337, total_loss = 0.863048 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.396776, GIOU: 0.311346), Class: 0.527415, Obj: 0.012883, No Obj: 0.018034, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.257144, iou_loss = 0.078082, total_loss = 2.335226 total_bbox = 1901, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.342337, GIOU: 0.273430), Class: 0.475609, Obj: 0.002868, No Obj: 0.002969, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 4.054791, iou_loss = 21.030006, total_loss = 25.084797 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.300458, GIOU: 0.248510), Class: 0.570528, Obj: 0.007212, No Obj: 0.005900, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.266309, iou_loss = 0.973935, total_loss = 3.240244 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.017425, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.423762, iou_loss = 0.000000, total_loss = 0.423762 total_bbox = 1920, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338943, GIOU: 0.190098), Class: 0.506098, Obj: 0.002149, No Obj: 0.002877, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.987813, iou_loss = 18.058857, total_loss = 22.046671 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.305632, GIOU: 0.284285), Class: 0.447510, Obj: 0.007741, No Obj: 0.005884, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.514294, iou_loss = 0.386020, total_loss = 1.900314 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.312537, GIOU: 0.268827), Class: 0.466810, Obj: 0.012974, No Obj: 0.017730, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.382192, iou_loss = 0.022753, total_loss = 1.404945 total_bbox = 1939, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.279770, GIOU: 0.123406), Class: 0.440610, Obj: 0.001640, No Obj: 0.002936, .5R: 0.071429, .75R: 0.000000, count: 14, class_loss = 4.835637, iou_loss = 11.869966, total_loss = 16.705603 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.538111, GIOU: 0.499782), Class: 0.549589, Obj: 0.004316, No Obj: 0.005960, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.136886, iou_loss = 0.654412, total_loss = 1.791297 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.287874, GIOU: 0.224877), Class: 0.499882, Obj: 0.015002, No Obj: 0.017423, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.655576, iou_loss = 0.055353, total_loss = 1.710929 total_bbox = 1960, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.303725, GIOU: 0.265978), Class: 0.477447, Obj: 0.004204, No Obj: 0.003020, .5R: 0.120000, .75R: 0.000000, count: 25, class_loss = 8.182354, iou_loss = 63.314556, total_loss = 71.496910 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.327988, GIOU: 0.144632), Class: 0.544339, Obj: 0.007807, No Obj: 0.005965, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.815050, iou_loss = 1.071423, total_loss = 4.886474 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.351811, GIOU: 0.350800), Class: 0.432849, Obj: 0.015336, No Obj: 0.017116, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 2.349808, iou_loss = 0.182674, total_loss = 2.532482 total_bbox = 2003, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.360700, GIOU: 0.332169), Class: 0.508170, Obj: 0.004095, No Obj: 0.002972, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.323025, iou_loss = 14.241892, total_loss = 17.564917 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.343283, GIOU: 0.235995), Class: 0.568172, Obj: 0.008163, No Obj: 0.006098, .5R: 0.357143, .75R: 0.071429, count: 14, class_loss = 4.357093, iou_loss = 1.956117, total_loss = 6.313210 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.252175, GIOU: 0.213814), Class: 0.578247, Obj: 0.014443, No Obj: 0.017693, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.742434, iou_loss = 0.109089, total_loss = 2.851524 total_bbox = 2035, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363844, GIOU: 0.314405), Class: 0.469162, Obj: 0.002296, No Obj: 0.002850, .5R: 0.058824, .75R: 0.058824, count: 17, class_loss = 5.683888, iou_loss = 25.514584, total_loss = 31.198473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.302883, GIOU: 0.144816), Class: 0.559117, Obj: 0.007521, No Obj: 0.005768, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.484540, iou_loss = 0.716017, total_loss = 4.200558 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.430887, GIOU: 0.417377), Class: 0.439657, Obj: 0.016221, No Obj: 0.017486, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 2.023816, iou_loss = 0.126705, total_loss = 2.150521 total_bbox = 2068, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.390402, GIOU: 0.295107), Class: 0.469710, Obj: 0.003430, No Obj: 0.002901, .5R: 0.250000, .75R: 0.000000, count: 20, class_loss = 6.680286, iou_loss = 40.839043, total_loss = 47.519329 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.353121, GIOU: 0.266150), Class: 0.667117, Obj: 0.006549, No Obj: 0.005882, .5R: 0.285714, .75R: 0.142857, count: 7, class_loss = 2.135780, iou_loss = 1.087994, total_loss = 3.223774 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.393171, GIOU: 0.326147), Class: 0.479865, Obj: 0.014329, No Obj: 0.017577, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.312045, iou_loss = 0.136600, total_loss = 2.448645 total_bbox = 2101, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.311663, GIOU: 0.251540), Class: 0.460168, Obj: 0.002808, No Obj: 0.002852, .5R: 0.080000, .75R: 0.000000, count: 25, class_loss = 8.289519, iou_loss = 64.495148, total_loss = 72.784668 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.453498, GIOU: 0.406833), Class: 0.492869, Obj: 0.007479, No Obj: 0.005736, .5R: 0.500000, .75R: 0.166667, count: 6, class_loss = 2.082437, iou_loss = 1.147058, total_loss = 3.229495 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.401396, GIOU: 0.337539), Class: 0.532559, Obj: 0.012411, No Obj: 0.016748, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.287195, iou_loss = 0.117722, total_loss = 1.404917 total_bbox = 2135, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.438298, GIOU: 0.400956), Class: 0.477873, Obj: 0.004258, No Obj: 0.002914, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.759919, iou_loss = 15.459305, total_loss = 18.219223 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.376161, GIOU: 0.338016), Class: 0.549573, Obj: 0.007543, No Obj: 0.005872, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.203276, iou_loss = 1.390231, total_loss = 4.593507 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.422427, GIOU: 0.373199), Class: 0.504746, Obj: 0.023612, No Obj: 0.017787, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.336915, iou_loss = 0.090144, total_loss = 1.427059 total_bbox = 2156, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.367786, GIOU: 0.310453), Class: 0.498399, Obj: 0.004347, No Obj: 0.002933, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 3.974969, iou_loss = 12.541276, total_loss = 16.516245 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.327004, GIOU: 0.183056), Class: 0.537992, Obj: 0.007445, No Obj: 0.006324, .5R: 0.266667, .75R: 0.000000, count: 15, class_loss = 4.781829, iou_loss = 2.244692, total_loss = 7.026522 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.343176, GIOU: 0.294589), Class: 0.433023, Obj: 0.014578, No Obj: 0.018564, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 3.090201, iou_loss = 0.159971, total_loss = 3.250172 total_bbox = 2191, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.304928, GIOU: 0.260945), Class: 0.508517, Obj: 0.001556, No Obj: 0.003004, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.969918, iou_loss = 19.128582, total_loss = 23.098499 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.311161, GIOU: 0.198720), Class: 0.599350, Obj: 0.006342, No Obj: 0.005964, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.515526, iou_loss = 0.693713, total_loss = 3.209239 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.378194, GIOU: 0.272193), Class: 0.537073, Obj: 0.017296, No Obj: 0.017463, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.312428, iou_loss = 0.074046, total_loss = 1.386474 total_bbox = 2214, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.497460, GIOU: 0.447209), Class: 0.500015, Obj: 0.004400, No Obj: 0.003006, .5R: 0.555556, .75R: 0.000000, count: 9, class_loss = 3.047633, iou_loss = 11.719350, total_loss = 14.766983 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.286338, GIOU: 0.235715), Class: 0.600196, Obj: 0.006675, No Obj: 0.005861, .5R: 0.000000, .75R: 0.000000, count: 13, class_loss = 3.940865, iou_loss = 1.173392, total_loss = 5.114257 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.400115, GIOU: 0.387388), Class: 0.452719, Obj: 0.015379, No Obj: 0.017215, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 1.047604, iou_loss = 0.121771, total_loss = 1.169375 total_bbox = 2238, rewritten_bbox = 0.000000 % Tensor Cores are disabled until the first 3000 iterations are reached. 207: 3.012316, 2.272152 avg loss, 0.000002 rate, 6.183336 seconds, 13248 images, 9.541567 hours left Loaded: 0.000034 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.413993, GIOU: 0.348082), Class: 0.533838, Obj: 0.003553, No Obj: 0.002684, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.617855, iou_loss = 13.730783, total_loss = 16.348639 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.332025, GIOU: 0.255347), Class: 0.617439, Obj: 0.007464, No Obj: 0.005529, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.034901, iou_loss = 1.235677, total_loss = 4.270578 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.577818, GIOU: 0.577818), Class: 0.571774, Obj: 0.023940, No Obj: 0.016586, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.672559, iou_loss = 0.079454, total_loss = 0.752013 total_bbox = 2257, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.337832, GIOU: 0.175820), Class: 0.478144, Obj: 0.003085, No Obj: 0.002607, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.128210, iou_loss = 5.078327, total_loss = 7.206536 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005445, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.180324, iou_loss = 0.000000, total_loss = 0.180324 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015853, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349794, iou_loss = 0.000000, total_loss = 0.349794 total_bbox = 2263, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.277824, GIOU: 0.154418), Class: 0.482272, Obj: 0.002428, No Obj: 0.002765, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.422802, iou_loss = 4.905849, total_loss = 8.328650 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.333632, GIOU: 0.170489), Class: 0.635130, Obj: 0.006388, No Obj: 0.005638, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.725607, iou_loss = 1.153056, total_loss = 3.878664 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.407651, GIOU: 0.323695), Class: 0.517763, Obj: 0.024977, No Obj: 0.016076, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.251743, iou_loss = 0.141542, total_loss = 1.393285 total_bbox = 2285, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.336713, GIOU: 0.239668), Class: 0.459289, Obj: 0.001695, No Obj: 0.002869, .5R: 0.125000, .75R: 0.000000, count: 16, class_loss = 5.415790, iou_loss = 13.267003, total_loss = 18.682793 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.265822, GIOU: 0.158277), Class: 0.562104, Obj: 0.007926, No Obj: 0.005850, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.178212, iou_loss = 0.530450, total_loss = 3.708663 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.400703, GIOU: 0.370363), Class: 0.477732, Obj: 0.014322, No Obj: 0.016512, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.326552, iou_loss = 0.050242, total_loss = 1.376794 total_bbox = 2314, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.178827, GIOU: -0.014387), Class: 0.471245, Obj: 0.000857, No Obj: 0.002997, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.846929, iou_loss = 3.850102, total_loss = 5.697031 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271639, GIOU: 0.125326), Class: 0.585460, Obj: 0.009318, No Obj: 0.006011, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.966866, iou_loss = 0.566786, total_loss = 2.533652 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.392032, GIOU: 0.341721), Class: 0.512779, Obj: 0.022761, No Obj: 0.017155, .5R: 0.400000, .75R: 0.000000, count: 10, class_loss = 3.437456, iou_loss = 0.130678, total_loss = 3.568135 total_bbox = 2335, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.305563, GIOU: 0.200490), Class: 0.473546, Obj: 0.003341, No Obj: 0.003030, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.096993, iou_loss = 15.168116, total_loss = 18.265108 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.440842, GIOU: 0.344445), Class: 0.517797, Obj: 0.004970, No Obj: 0.006048, .5R: 0.375000, .75R: 0.000000, count: 8, class_loss = 2.686223, iou_loss = 1.394612, total_loss = 4.080834 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.237914, GIOU: 0.109404), Class: 0.452272, Obj: 0.030790, No Obj: 0.018113, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.384809, iou_loss = 0.027277, total_loss = 1.412086 total_bbox = 2355, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.296102, GIOU: 0.158109), Class: 0.459876, Obj: 0.001740, No Obj: 0.002933, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.778020, iou_loss = 20.256767, total_loss = 24.034788 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349238, GIOU: 0.213705), Class: 0.642444, Obj: 0.001914, No Obj: 0.005742, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.042802, iou_loss = 0.213378, total_loss = 1.256179 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.358415, GIOU: 0.310100), Class: 0.559533, Obj: 0.017569, No Obj: 0.016676, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.256333, iou_loss = 0.018410, total_loss = 1.274743 total_bbox = 2372, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.403829, GIOU: 0.331655), Class: 0.456005, Obj: 0.001626, No Obj: 0.002841, .5R: 0.187500, .75R: 0.062500, count: 16, class_loss = 5.442502, iou_loss = 32.288483, total_loss = 37.730984 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.274198, GIOU: 0.191323), Class: 0.576335, Obj: 0.004619, No Obj: 0.005810, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.961966, iou_loss = 0.845996, total_loss = 2.807962 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.017118, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.410314, iou_loss = 0.000000, total_loss = 0.410314 total_bbox = 2394, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.330788, GIOU: 0.254345), Class: 0.475725, Obj: 0.003098, No Obj: 0.002788, .5R: 0.117647, .75R: 0.000000, count: 17, class_loss = 5.617498, iou_loss = 17.124630, total_loss = 22.742128 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.264930, GIOU: 0.148685), Class: 0.570908, Obj: 0.005461, No Obj: 0.005734, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.288982, iou_loss = 0.498148, total_loss = 2.787130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.425256, GIOU: 0.386338), Class: 0.474597, Obj: 0.029809, No Obj: 0.017117, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.708834, iou_loss = 0.251245, total_loss = 0.960079 total_bbox = 2419, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.372219, GIOU: 0.243544), Class: 0.469595, Obj: 0.002075, No Obj: 0.003011, .5R: 0.266667, .75R: 0.000000, count: 15, class_loss = 5.075723, iou_loss = 26.031425, total_loss = 31.107149 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.221849, GIOU: 0.219717), Class: 0.599090, Obj: 0.009626, No Obj: 0.006128, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.940738, iou_loss = 0.378254, total_loss = 2.318992 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.422097, GIOU: 0.326659), Class: 0.499102, Obj: 0.019909, No Obj: 0.017840, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.978287, iou_loss = 0.104941, total_loss = 2.083229 total_bbox = 2445, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.250866, GIOU: 0.100386), Class: 0.448168, Obj: 0.002791, No Obj: 0.002915, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.185334, iou_loss = 3.197032, total_loss = 5.382367 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.330997, GIOU: 0.270044), Class: 0.527175, Obj: 0.004302, No Obj: 0.005902, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.732781, iou_loss = 0.615584, total_loss = 2.348366 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.482904, GIOU: 0.400466), Class: 0.541881, Obj: 0.017241, No Obj: 0.017330, .5R: 0.500000, .75R: 0.250000, count: 4, class_loss = 1.593170, iou_loss = 0.084443, total_loss = 1.677612 total_bbox = 2460, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.280905, GIOU: 0.179581), Class: 0.412586, Obj: 0.001955, No Obj: 0.002957, .5R: 0.000000, .75R: 0.000000, count: 14, class_loss = 4.949168, iou_loss = 13.202521, total_loss = 18.151690 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.321472, GIOU: 0.132614), Class: 0.555386, Obj: 0.008173, No Obj: 0.006038, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.997100, iou_loss = 0.529454, total_loss = 2.526554 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.398160, GIOU: 0.300555), Class: 0.460201, Obj: 0.020614, No Obj: 0.018153, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.722623, iou_loss = 0.120625, total_loss = 1.843249 total_bbox = 2484, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.355881, GIOU: 0.229653), Class: 0.423686, Obj: 0.002682, No Obj: 0.002899, .5R: 0.176471, .75R: 0.000000, count: 17, class_loss = 5.876272, iou_loss = 39.498802, total_loss = 45.375072 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.292966, GIOU: 0.194234), Class: 0.481244, Obj: 0.011950, No Obj: 0.005757, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.078632, iou_loss = 0.317712, total_loss = 2.396344 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.308429, GIOU: 0.256432), Class: 0.428212, Obj: 0.010801, No Obj: 0.016688, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 2.025291, iou_loss = 0.107491, total_loss = 2.132782 total_bbox = 2512, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.309719, GIOU: 0.186014), Class: 0.511535, Obj: 0.002612, No Obj: 0.002671, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.633352, iou_loss = 6.689380, total_loss = 10.322732 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.216603, GIOU: 0.087624), Class: 0.609402, Obj: 0.007438, No Obj: 0.005461, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.894843, iou_loss = 0.332785, total_loss = 2.227628 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.525867, GIOU: 0.495554), Class: 0.483544, Obj: 0.023513, No Obj: 0.016125, .5R: 0.666667, .75R: 0.333333, count: 3, class_loss = 1.287773, iou_loss = 0.036366, total_loss = 1.324139 total_bbox = 2532, rewritten_bbox = 0.000000 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.230332, GIOU: 0.160471), Class: 0.459612, Obj: 0.001259, No Obj: 0.002614, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.487281, iou_loss = 11.234667, total_loss = 13.721948 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.325986, GIOU: 0.061047), Class: 0.617651, Obj: 0.013637, No Obj: 0.005467, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.744833, iou_loss = 0.079248, total_loss = 0.824080 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.427044, GIOU: 0.421986), Class: 0.508509, Obj: 0.028339, No Obj: 0.015573, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.937370, iou_loss = 0.083482, total_loss = 1.020851 total_bbox = 2544, rewritten_bbox = 0.039308 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316494, GIOU: 0.141401), Class: 0.461334, Obj: 0.002485, No Obj: 0.002568, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.435334, iou_loss = 9.167564, total_loss = 11.602898 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.304923, GIOU: 0.223043), Class: 0.568346, Obj: 0.004995, No Obj: 0.005464, .5R: 0.125000, .75R: 0.125000, count: 8, class_loss = 2.544086, iou_loss = 1.080551, total_loss = 3.624637 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.206976, GIOU: 0.206976), Class: 0.393605, Obj: 0.027736, No Obj: 0.015502, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.659930, iou_loss = 0.010266, total_loss = 0.670196 total_bbox = 2560, rewritten_bbox = 0.039062 % Tensor Cores are disabled until the first 3000 iterations are reached. 208: 2.365287, 2.281466 avg loss, 0.000002 rate, 5.869386 seconds, 13312 images, 9.545653 hours left Loaded: 0.000070 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.323842, GIOU: 0.198857), Class: 0.522716, Obj: 0.003109, No Obj: 0.002934, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.677096, iou_loss = 12.293209, total_loss = 14.970304 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.311754, GIOU: 0.171228), Class: 0.615199, Obj: 0.004636, No Obj: 0.006041, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.668422, iou_loss = 1.050825, total_loss = 4.719247 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.344714, GIOU: 0.259292), Class: 0.502359, Obj: 0.017015, No Obj: 0.017459, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.501628, iou_loss = 0.144127, total_loss = 3.645755 total_bbox = 2590, rewritten_bbox = 0.038610 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.273017, GIOU: 0.133862), Class: 0.481582, Obj: 0.001947, No Obj: 0.002797, .5R: 0.080000, .75R: 0.000000, count: 25, class_loss = 8.158186, iou_loss = 34.291405, total_loss = 42.449593 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.360453, GIOU: 0.208170), Class: 0.554591, Obj: 0.004771, No Obj: 0.005701, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.187658, iou_loss = 2.041644, total_loss = 5.229302 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.311372, GIOU: 0.263068), Class: 0.538018, Obj: 0.016084, No Obj: 0.017209, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.895904, iou_loss = 0.048456, total_loss = 1.944360 total_bbox = 2630, rewritten_bbox = 0.038023 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.427363, GIOU: 0.399845), Class: 0.431735, Obj: 0.004499, No Obj: 0.002827, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.528267, iou_loss = 2.989621, total_loss = 4.517888 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.389520, GIOU: 0.355787), Class: 0.465442, Obj: 0.005829, No Obj: 0.005810, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.802123, iou_loss = 1.189262, total_loss = 2.991385 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.549217, GIOU: 0.498102), Class: 0.488047, Obj: 0.012145, No Obj: 0.017375, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.347470, iou_loss = 0.079120, total_loss = 1.426591 total_bbox = 2642, rewritten_bbox = 0.037850 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.262557, GIOU: 0.195221), Class: 0.479389, Obj: 0.002326, No Obj: 0.002616, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.098378, iou_loss = 3.620368, total_loss = 5.718747 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.276816, GIOU: 0.247461), Class: 0.575581, Obj: 0.003778, No Obj: 0.005544, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.378943, iou_loss = 0.244009, total_loss = 1.622952 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.335749, GIOU: 0.334360), Class: 0.541356, Obj: 0.016408, No Obj: 0.016084, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.253947, iou_loss = 0.027682, total_loss = 1.281629 total_bbox = 2655, rewritten_bbox = 0.037665 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.357618, GIOU: 0.244737), Class: 0.454136, Obj: 0.002051, No Obj: 0.002603, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 5.377970, iou_loss = 11.348120, total_loss = 16.726089 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.312598, GIOU: 0.227490), Class: 0.592632, Obj: 0.007418, No Obj: 0.005667, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.933636, iou_loss = 1.271184, total_loss = 3.204820 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016548, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.383024, iou_loss = 0.000000, total_loss = 0.383024 total_bbox = 2677, rewritten_bbox = 0.037355 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338025, GIOU: 0.182694), Class: 0.381460, Obj: 0.001730, No Obj: 0.002620, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.569015, iou_loss = 8.172237, total_loss = 9.741252 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.361744, GIOU: 0.250746), Class: 0.608970, Obj: 0.007054, No Obj: 0.005573, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.904032, iou_loss = 0.568716, total_loss = 2.472748 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.291608, GIOU: 0.291608), Class: 0.404871, Obj: 0.029231, No Obj: 0.015980, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.335560, iou_loss = 0.081470, total_loss = 1.417030 total_bbox = 2690, rewritten_bbox = 0.037175 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.423437, GIOU: 0.319275), Class: 0.527476, Obj: 0.004026, No Obj: 0.002480, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.320428, iou_loss = 11.207431, total_loss = 13.527859 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.337770, GIOU: 0.280146), Class: 0.563247, Obj: 0.005550, No Obj: 0.005340, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 2.843472, iou_loss = 1.352540, total_loss = 4.196012 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.223261, GIOU: 0.201745), Class: 0.498463, Obj: 0.016694, No Obj: 0.015200, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.631006, iou_loss = 0.012794, total_loss = 0.643800 total_bbox = 2707, rewritten_bbox = 0.036941 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.379911, GIOU: 0.348187), Class: 0.423767, Obj: 0.002102, No Obj: 0.002470, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 4.175040, iou_loss = 19.431656, total_loss = 23.606695 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.235352, GIOU: 0.204463), Class: 0.595778, Obj: 0.005221, No Obj: 0.005270, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.610022, iou_loss = 0.353201, total_loss = 1.963223 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015257, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.323705, iou_loss = 0.000000, total_loss = 0.323705 total_bbox = 2724, rewritten_bbox = 0.036711 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.330850, GIOU: 0.248491), Class: 0.481784, Obj: 0.001009, No Obj: 0.002724, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.413187, iou_loss = 10.136041, total_loss = 13.549228 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.150106, GIOU: 0.141371), Class: 0.657460, Obj: 0.003690, No Obj: 0.005699, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.756333, iou_loss = 0.046574, total_loss = 0.802907 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.473164, GIOU: 0.473164), Class: 0.558394, Obj: 0.027983, No Obj: 0.016386, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.956680, iou_loss = 0.014656, total_loss = 0.971336 total_bbox = 2738, rewritten_bbox = 0.036523 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.337414, GIOU: 0.263147), Class: 0.420016, Obj: 0.001760, No Obj: 0.002545, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.534847, iou_loss = 5.981684, total_loss = 8.516530 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.280768, GIOU: 0.129383), Class: 0.582311, Obj: 0.006806, No Obj: 0.005279, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.460969, iou_loss = 0.335552, total_loss = 0.796521 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015290, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.325269, iou_loss = 0.000000, total_loss = 0.325269 total_bbox = 2746, rewritten_bbox = 0.036417 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.210799, GIOU: 0.039199), Class: 0.436510, Obj: 0.000733, No Obj: 0.002483, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.174532, iou_loss = 6.322663, total_loss = 8.497195 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.295823, GIOU: 0.182287), Class: 0.515566, Obj: 0.004159, No Obj: 0.005328, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.723881, iou_loss = 0.264588, total_loss = 1.988469 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015065, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.316557, iou_loss = 0.000000, total_loss = 0.316557 total_bbox = 2757, rewritten_bbox = 0.036271 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.356434, GIOU: 0.289857), Class: 0.459196, Obj: 0.002233, No Obj: 0.002480, .5R: 0.307692, .75R: 0.000000, count: 13, class_loss = 4.383256, iou_loss = 16.532394, total_loss = 20.915651 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.165297, GIOU: 0.087989), Class: 0.542107, Obj: 0.007235, No Obj: 0.005361, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.386417, iou_loss = 0.154933, total_loss = 1.541350 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015594, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.338840, iou_loss = 0.000000, total_loss = 0.338840 total_bbox = 2774, rewritten_bbox = 0.036049 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.253987, GIOU: 0.206140), Class: 0.469807, Obj: 0.001965, No Obj: 0.002538, .5R: 0.000000, .75R: 0.000000, count: 13, class_loss = 4.373338, iou_loss = 31.184427, total_loss = 35.557766 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.392479, GIOU: 0.276262), Class: 0.627349, Obj: 0.005887, No Obj: 0.005370, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.026060, iou_loss = 0.352870, total_loss = 1.378930 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.368865, GIOU: 0.368865), Class: 0.491448, Obj: 0.016265, No Obj: 0.015595, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.646756, iou_loss = 0.032578, total_loss = 0.679334 total_bbox = 2791, rewritten_bbox = 0.035829 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.343300, GIOU: 0.290785), Class: 0.438065, Obj: 0.002113, No Obj: 0.002488, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.148166, iou_loss = 8.399825, total_loss = 11.547991 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.474568, GIOU: 0.400356), Class: 0.633458, Obj: 0.005011, No Obj: 0.005310, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.298554, iou_loss = 1.061137, total_loss = 2.359692 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.398179, GIOU: 0.364079), Class: 0.433403, Obj: 0.018443, No Obj: 0.015100, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.288123, iou_loss = 0.031479, total_loss = 1.319602 total_bbox = 2807, rewritten_bbox = 0.035625 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.243033, GIOU: 0.187160), Class: 0.472110, Obj: 0.001586, No Obj: 0.002486, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.396990, iou_loss = 7.340665, total_loss = 10.737656 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.183157, GIOU: 0.028935), Class: 0.618892, Obj: 0.004032, No Obj: 0.005316, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.032808, iou_loss = 0.090528, total_loss = 1.123336 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.325403, GIOU: 0.223115), Class: 0.473476, Obj: 0.019960, No Obj: 0.015276, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.252606, iou_loss = 0.015048, total_loss = 1.267654 total_bbox = 2823, rewritten_bbox = 0.035423 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.276707, GIOU: 0.223270), Class: 0.395642, Obj: 0.001683, No Obj: 0.002535, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 3.255595, iou_loss = 17.316156, total_loss = 20.571751 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005471, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.182984, iou_loss = 0.000000, total_loss = 0.182984 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015751, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344186, iou_loss = 0.000000, total_loss = 0.344186 total_bbox = 2832, rewritten_bbox = 0.035311 % Tensor Cores are disabled until the first 3000 iterations are reached. 209: 2.029309, 2.256250 avg loss, 0.000002 rate, 6.098144 seconds, 13376 images, 9.544629 hours left Loaded: 0.000036 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.356682, GIOU: 0.241047), Class: 0.520622, Obj: 0.001852, No Obj: 0.002693, .5R: 0.176471, .75R: 0.000000, count: 17, class_loss = 5.432961, iou_loss = 14.253452, total_loss = 19.686413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.296364, GIOU: 0.178781), Class: 0.502531, Obj: 0.005898, No Obj: 0.005661, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.610216, iou_loss = 1.444104, total_loss = 5.054320 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.257917, GIOU: 0.183860), Class: 0.447824, Obj: 0.012698, No Obj: 0.017183, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.377241, iou_loss = 0.023446, total_loss = 1.400687 total_bbox = 2863, rewritten_bbox = 0.034928 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.347835, GIOU: 0.222600), Class: 0.511115, Obj: 0.004217, No Obj: 0.003150, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.338219, iou_loss = 9.125383, total_loss = 12.463603 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349900, GIOU: 0.276677), Class: 0.569027, Obj: 0.008814, No Obj: 0.006341, .5R: 0.153846, .75R: 0.076923, count: 13, class_loss = 4.066975, iou_loss = 1.326752, total_loss = 5.393727 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.457595, GIOU: 0.418805), Class: 0.479964, Obj: 0.020378, No Obj: 0.017771, .5R: 0.500000, .75R: 0.000000, count: 6, class_loss = 2.288601, iou_loss = 0.175267, total_loss = 2.463869 total_bbox = 2892, rewritten_bbox = 0.034578 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.213389, GIOU: 0.035141), Class: 0.444126, Obj: 0.000385, No Obj: 0.002918, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.870135, iou_loss = 2.318340, total_loss = 3.188474 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.427256, GIOU: 0.373092), Class: 0.596059, Obj: 0.005322, No Obj: 0.005796, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.226652, iou_loss = 0.980303, total_loss = 3.206955 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.327854, GIOU: 0.195858), Class: 0.449307, Obj: 0.021431, No Obj: 0.017180, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.288378, iou_loss = 0.115419, total_loss = 3.403797 total_bbox = 2910, rewritten_bbox = 0.034364 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.318174, GIOU: 0.234684), Class: 0.478360, Obj: 0.003158, No Obj: 0.003039, .5R: 0.058824, .75R: 0.000000, count: 17, class_loss = 5.658366, iou_loss = 24.599985, total_loss = 30.258350 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.308447, GIOU: 0.123223), Class: 0.575418, Obj: 0.011257, No Obj: 0.005948, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.264183, iou_loss = 0.416415, total_loss = 2.680598 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.370564, GIOU: 0.309438), Class: 0.526972, Obj: 0.020105, No Obj: 0.017201, .5R: 0.285714, .75R: 0.142857, count: 7, class_loss = 2.518222, iou_loss = 0.164489, total_loss = 2.682711 total_bbox = 2941, rewritten_bbox = 0.034002 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.383823, GIOU: 0.342873), Class: 0.494629, Obj: 0.003084, No Obj: 0.002917, .5R: 0.235294, .75R: 0.058824, count: 17, class_loss = 5.558905, iou_loss = 31.750200, total_loss = 37.309105 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.400595, GIOU: 0.378305), Class: 0.584582, Obj: 0.004180, No Obj: 0.005561, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.652180, iou_loss = 1.015431, total_loss = 2.667611 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.245502, GIOU: 0.025295), Class: 0.382799, Obj: 0.017144, No Obj: 0.016400, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.709320, iou_loss = 0.008101, total_loss = 0.717421 total_bbox = 2964, rewritten_bbox = 0.033738 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.357505, GIOU: 0.287035), Class: 0.447729, Obj: 0.004161, No Obj: 0.002820, .5R: 0.148148, .75R: 0.000000, count: 27, class_loss = 9.009212, iou_loss = 50.871468, total_loss = 59.880680 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.243753, GIOU: 0.131378), Class: 0.481371, Obj: 0.008558, No Obj: 0.005782, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.145844, iou_loss = 0.178522, total_loss = 1.324366 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.547984, GIOU: 0.541354), Class: 0.542025, Obj: 0.016965, No Obj: 0.016436, .5R: 0.600000, .75R: 0.400000, count: 5, class_loss = 1.859602, iou_loss = 0.114255, total_loss = 1.973857 total_bbox = 2999, rewritten_bbox = 0.033344 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.506953, GIOU: 0.496744), Class: 0.473755, Obj: 0.003353, No Obj: 0.002642, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.781030, iou_loss = 13.428898, total_loss = 15.209929 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.354463, GIOU: 0.232238), Class: 0.601971, Obj: 0.005693, No Obj: 0.005620, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.070851, iou_loss = 1.342273, total_loss = 4.413124 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.404853, GIOU: 0.382594), Class: 0.498320, Obj: 0.015673, No Obj: 0.016228, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.291019, iou_loss = 0.159250, total_loss = 1.450269 total_bbox = 3017, rewritten_bbox = 0.033146 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.358570, GIOU: 0.321194), Class: 0.438993, Obj: 0.002821, No Obj: 0.002670, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.155291, iou_loss = 16.375774, total_loss = 19.531065 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.381374, GIOU: 0.347972), Class: 0.534809, Obj: 0.005292, No Obj: 0.005475, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.997484, iou_loss = 1.114708, total_loss = 3.112192 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.228366, GIOU: 0.228366), Class: 0.375093, Obj: 0.018868, No Obj: 0.015625, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.679747, iou_loss = 0.012482, total_loss = 0.692228 total_bbox = 3033, rewritten_bbox = 0.032971 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.313450, GIOU: 0.152913), Class: 0.481927, Obj: 0.001097, No Obj: 0.002859, .5R: 0.272727, .75R: 0.000000, count: 11, class_loss = 3.732118, iou_loss = 21.103073, total_loss = 24.835192 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.288008, GIOU: 0.158877), Class: 0.531772, Obj: 0.005219, No Obj: 0.005781, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.933049, iou_loss = 0.999746, total_loss = 3.932795 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.256348, GIOU: 0.245962), Class: 0.433155, Obj: 0.015270, No Obj: 0.017823, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.414307, iou_loss = 0.039892, total_loss = 1.454199 total_bbox = 3056, rewritten_bbox = 0.032723 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.387429, GIOU: 0.348776), Class: 0.462427, Obj: 0.001258, No Obj: 0.002697, .5R: 0.363636, .75R: 0.000000, count: 11, class_loss = 3.750681, iou_loss = 11.015212, total_loss = 14.765893 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.313912, GIOU: 0.179897), Class: 0.557670, Obj: 0.006984, No Obj: 0.005609, .5R: 0.100000, .75R: 0.100000, count: 10, class_loss = 3.161043, iou_loss = 1.244445, total_loss = 4.405488 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.305942, GIOU: 0.305942), Class: 0.515707, Obj: 0.012203, No Obj: 0.016426, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.279921, iou_loss = 0.070330, total_loss = 1.350251 total_bbox = 3080, rewritten_bbox = 0.032468 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.370433, GIOU: 0.286859), Class: 0.501430, Obj: 0.004435, No Obj: 0.003103, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.611153, iou_loss = 22.855965, total_loss = 27.467117 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.362111, GIOU: 0.300900), Class: 0.583421, Obj: 0.006760, No Obj: 0.006168, .5R: 0.312500, .75R: 0.000000, count: 16, class_loss = 4.897617, iou_loss = 2.432895, total_loss = 7.330512 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.323087, GIOU: 0.257394), Class: 0.504499, Obj: 0.020066, No Obj: 0.018240, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.268446, iou_loss = 0.128607, total_loss = 2.397053 total_bbox = 3116, rewritten_bbox = 0.032092 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.398461, GIOU: 0.312687), Class: 0.441646, Obj: 0.004584, No Obj: 0.002982, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.848848, iou_loss = 11.172246, total_loss = 14.021094 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.255190, GIOU: 0.195130), Class: 0.519317, Obj: 0.005758, No Obj: 0.006146, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.380907, iou_loss = 0.438087, total_loss = 2.818995 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.401918, GIOU: 0.393933), Class: 0.468397, Obj: 0.014942, No Obj: 0.017881, .5R: 0.333333, .75R: 0.083333, count: 12, class_loss = 4.221519, iou_loss = 0.203104, total_loss = 4.424623 total_bbox = 3143, rewritten_bbox = 0.031817 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.360976, GIOU: 0.285838), Class: 0.464422, Obj: 0.004325, No Obj: 0.002841, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.103443, iou_loss = 7.834741, total_loss = 10.938184 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.343391, GIOU: 0.291977), Class: 0.540753, Obj: 0.007058, No Obj: 0.005727, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.198660, iou_loss = 1.243812, total_loss = 4.442472 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.469942, GIOU: 0.375734), Class: 0.507764, Obj: 0.022307, No Obj: 0.016431, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.581461, iou_loss = 0.088291, total_loss = 1.669752 total_bbox = 3166, rewritten_bbox = 0.031586 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.328155, GIOU: 0.238953), Class: 0.458069, Obj: 0.001711, No Obj: 0.002645, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.140084, iou_loss = 8.858038, total_loss = 10.998122 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.407407, GIOU: 0.297296), Class: 0.586920, Obj: 0.007690, No Obj: 0.005608, .5R: 0.428571, .75R: 0.000000, count: 14, class_loss = 4.250521, iou_loss = 2.311236, total_loss = 6.561757 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.438647, GIOU: 0.432282), Class: 0.459004, Obj: 0.019538, No Obj: 0.016706, .5R: 0.500000, .75R: 0.166667, count: 6, class_loss = 2.285706, iou_loss = 0.277815, total_loss = 2.563521 total_bbox = 3192, rewritten_bbox = 0.031328 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.313813, GIOU: 0.271501), Class: 0.493801, Obj: 0.002280, No Obj: 0.002602, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.067916, iou_loss = 3.953139, total_loss = 6.021055 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.311693, GIOU: 0.259345), Class: 0.621010, Obj: 0.004855, No Obj: 0.005355, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.590964, iou_loss = 0.470147, total_loss = 2.061111 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015483, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.337711, iou_loss = 0.000000, total_loss = 0.337711 total_bbox = 3203, rewritten_bbox = 0.031221 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.376036, GIOU: 0.285467), Class: 0.435931, Obj: 0.004197, No Obj: 0.002576, .5R: 0.277778, .75R: 0.000000, count: 18, class_loss = 6.102216, iou_loss = 18.487011, total_loss = 24.589228 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.289780, GIOU: 0.213301), Class: 0.555801, Obj: 0.011107, No Obj: 0.005500, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.360863, iou_loss = 0.473123, total_loss = 1.833986 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015955, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.349921, iou_loss = 0.000000, total_loss = 0.349921 total_bbox = 3225, rewritten_bbox = 0.031008 % Tensor Cores are disabled until the first 3000 iterations are reached. 210: 2.817575, 2.312382 avg loss, 0.000002 rate, 6.081615 seconds, 13440 images, 9.547279 hours left Resizing, random_coef = 1.40 448 x 448 try to allocate additional workspace_size = 128.79 MB CUDA allocate done! Loaded: 0.830769 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.506302, GIOU: 0.491532), Class: 0.561258, Obj: 0.002408, No Obj: 0.002730, .5R: 0.750000, .75R: 0.000000, count: 4, class_loss = 1.300027, iou_loss = 2.657169, total_loss = 3.957196 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.332134, GIOU: 0.274082), Class: 0.576209, Obj: 0.005449, No Obj: 0.005475, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.889377, iou_loss = 0.306687, total_loss = 2.196064 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.442338, GIOU: 0.353689), Class: 0.453179, Obj: 0.023403, No Obj: 0.015749, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.812252, iou_loss = 0.020429, total_loss = 0.832681 total_bbox = 3237, rewritten_bbox = 0.030893 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.314158, GIOU: 0.250817), Class: 0.399609, Obj: 0.001186, No Obj: 0.002634, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.158835, iou_loss = 9.751287, total_loss = 11.910123 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005264, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.092070, iou_loss = 0.000000, total_loss = 0.092070 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.765475, GIOU: 0.755944), Class: 0.547247, Obj: 0.009889, No Obj: 0.014955, .5R: 1.000000, .75R: 0.500000, count: 2, class_loss = 0.769275, iou_loss = 0.032197, total_loss = 0.801472 total_bbox = 3245, rewritten_bbox = 0.030817 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.458151, GIOU: 0.385017), Class: 0.498551, Obj: 0.002380, No Obj: 0.002510, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 2.903057, iou_loss = 11.996108, total_loss = 14.899165 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005281, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.092679, iou_loss = 0.000000, total_loss = 0.092679 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014805, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.165658, iou_loss = 0.000000, total_loss = 0.165658 total_bbox = 3254, rewritten_bbox = 0.030731 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.392749, GIOU: 0.209740), Class: 0.443930, Obj: 0.003603, No Obj: 0.002444, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.064259, iou_loss = 3.071822, total_loss = 4.136081 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005249, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.089857, iou_loss = 0.000000, total_loss = 0.089857 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.523335, GIOU: 0.482102), Class: 0.596174, Obj: 0.029278, No Obj: 0.015190, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.018731, iou_loss = 0.054232, total_loss = 1.072963 total_bbox = 3260, rewritten_bbox = 0.030675 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.426742, GIOU: 0.333291), Class: 0.499273, Obj: 0.004185, No Obj: 0.002469, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.951684, iou_loss = 1.904244, total_loss = 3.855928 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.202505, GIOU: 0.113835), Class: 0.573115, Obj: 0.004791, No Obj: 0.005281, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.155975, iou_loss = 0.138945, total_loss = 2.294920 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015192, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.174981, iou_loss = 0.000000, total_loss = 0.174981 total_bbox = 3273, rewritten_bbox = 0.030553 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.304944, GIOU: 0.255994), Class: 0.474097, Obj: 0.002324, No Obj: 0.002867, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.302018, iou_loss = 12.946991, total_loss = 16.249008 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005720, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.106905, iou_loss = 0.000000, total_loss = 0.106905 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.387058, GIOU: 0.383247), Class: 0.468056, Obj: 0.018616, No Obj: 0.016327, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.133521, iou_loss = 0.046604, total_loss = 1.180125 total_bbox = 3287, rewritten_bbox = 0.060846 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322363, GIOU: 0.189731), Class: 0.477775, Obj: 0.002111, No Obj: 0.002893, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.265545, iou_loss = 11.873003, total_loss = 16.138548 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.345263, GIOU: 0.214815), Class: 0.567542, Obj: 0.008521, No Obj: 0.005708, .5R: 0.133333, .75R: 0.000000, count: 15, class_loss = 4.543456, iou_loss = 0.907101, total_loss = 5.450557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.501338, GIOU: 0.474670), Class: 0.500061, Obj: 0.018124, No Obj: 0.016434, .5R: 0.571429, .75R: 0.000000, count: 7, class_loss = 2.330315, iou_loss = 0.304592, total_loss = 2.634907 total_bbox = 3322, rewritten_bbox = 0.060205 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348292, GIOU: 0.266150), Class: 0.446089, Obj: 0.002944, No Obj: 0.003020, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 3.061808, iou_loss = 11.151510, total_loss = 14.213319 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.325876, GIOU: 0.137686), Class: 0.526565, Obj: 0.006974, No Obj: 0.005987, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.255966, iou_loss = 0.226396, total_loss = 2.482362 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.377354, GIOU: 0.346999), Class: 0.487259, Obj: 0.018286, No Obj: 0.016984, .5R: 0.428571, .75R: 0.000000, count: 7, class_loss = 2.376324, iou_loss = 0.139152, total_loss = 2.515475 total_bbox = 3345, rewritten_bbox = 0.059791 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316663, GIOU: 0.221902), Class: 0.516408, Obj: 0.002900, No Obj: 0.002590, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.176398, iou_loss = 5.826812, total_loss = 9.003210 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.287522, GIOU: 0.225749), Class: 0.497424, Obj: 0.006423, No Obj: 0.005398, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.269597, iou_loss = 0.432356, total_loss = 2.701953 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015239, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.175038, iou_loss = 0.000000, total_loss = 0.175038 total_bbox = 3362, rewritten_bbox = 0.059488 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.347120, GIOU: 0.268981), Class: 0.460981, Obj: 0.002496, No Obj: 0.002427, .5R: 0.250000, .75R: 0.000000, count: 16, class_loss = 5.263424, iou_loss = 22.760141, total_loss = 28.023565 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.263332, GIOU: 0.197603), Class: 0.556862, Obj: 0.003086, No Obj: 0.005161, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.685429, iou_loss = 0.142311, total_loss = 0.827740 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014940, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.179924, iou_loss = 0.000000, total_loss = 0.179924 total_bbox = 3380, rewritten_bbox = 0.059172 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.461460, GIOU: 0.409666), Class: 0.492990, Obj: 0.002569, No Obj: 0.002744, .5R: 0.444444, .75R: 0.000000, count: 9, class_loss = 2.940703, iou_loss = 11.130553, total_loss = 14.071256 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.247784, GIOU: 0.053617), Class: 0.640486, Obj: 0.003407, No Obj: 0.005504, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.948530, iou_loss = 0.061915, total_loss = 1.010446 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.438148, GIOU: 0.388821), Class: 0.421552, Obj: 0.016016, No Obj: 0.015231, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.817237, iou_loss = 0.038380, total_loss = 1.855616 total_bbox = 3397, rewritten_bbox = 0.058875 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.277068, GIOU: 0.137616), Class: 0.498306, Obj: 0.003276, No Obj: 0.003014, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.613751, iou_loss = 12.687688, total_loss = 16.301439 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.229675, GIOU: 0.129589), Class: 0.569490, Obj: 0.006884, No Obj: 0.005735, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.575269, iou_loss = 0.138433, total_loss = 1.713702 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016913, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.212253, iou_loss = 0.000000, total_loss = 0.212253 total_bbox = 3413, rewritten_bbox = 0.058599 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.292979, GIOU: 0.114992), Class: 0.410171, Obj: 0.001464, No Obj: 0.003074, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.845680, iou_loss = 5.046490, total_loss = 7.892170 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.328660, GIOU: 0.248138), Class: 0.594902, Obj: 0.004578, No Obj: 0.005628, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.559307, iou_loss = 0.267613, total_loss = 1.826920 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.361851, GIOU: 0.359152), Class: 0.487002, Obj: 0.021318, No Obj: 0.016042, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.419675, iou_loss = 0.059543, total_loss = 1.479218 total_bbox = 3430, rewritten_bbox = 0.058309 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.358454, GIOU: 0.258835), Class: 0.432063, Obj: 0.001472, No Obj: 0.002685, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.423755, iou_loss = 14.354932, total_loss = 17.778687 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.459437, GIOU: 0.332912), Class: 0.548346, Obj: 0.005316, No Obj: 0.005402, .5R: 0.400000, .75R: 0.200000, count: 5, class_loss = 1.594378, iou_loss = 0.408570, total_loss = 2.002947 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.294813, GIOU: 0.262843), Class: 0.417525, Obj: 0.009576, No Obj: 0.015648, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.184502, iou_loss = 0.047698, total_loss = 1.232200 total_bbox = 3448, rewritten_bbox = 0.058005 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.375460, GIOU: 0.324427), Class: 0.431160, Obj: 0.002935, No Obj: 0.002507, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.725341, iou_loss = 14.180051, total_loss = 17.905392 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.101592, GIOU: 0.025906), Class: 0.505034, Obj: 0.007569, No Obj: 0.005231, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.398388, iou_loss = 0.006482, total_loss = 0.404870 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015006, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.170317, iou_loss = 0.000000, total_loss = 0.170317 total_bbox = 3460, rewritten_bbox = 0.057803 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.341114, GIOU: 0.242873), Class: 0.426470, Obj: 0.003050, No Obj: 0.002402, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.410227, iou_loss = 3.256482, total_loss = 5.666709 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.311174, GIOU: 0.252103), Class: 0.520715, Obj: 0.005054, No Obj: 0.005157, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.233016, iou_loss = 0.301149, total_loss = 2.534166 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.339765, GIOU: 0.133564), Class: 0.472207, Obj: 0.003809, No Obj: 0.014927, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.486683, iou_loss = 0.006331, total_loss = 0.493014 total_bbox = 3475, rewritten_bbox = 0.057554 % Tensor Cores are disabled until the first 3000 iterations are reached. 211: 1.765593, 2.257704 avg loss, 0.000002 rate, 3.206115 seconds, 13504 images, 9.549620 hours left Loaded: 0.000033 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.267346, GIOU: 0.214871), Class: 0.468044, Obj: 0.002137, No Obj: 0.002581, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.348701, iou_loss = 7.381506, total_loss = 9.730207 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.365035, GIOU: 0.173598), Class: 0.514110, Obj: 0.005486, No Obj: 0.005411, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.020118, iou_loss = 0.193499, total_loss = 1.213617 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.704325, GIOU: 0.693457), Class: 0.342205, Obj: 0.009010, No Obj: 0.015212, .5R: 1.000000, .75R: 0.000000, count: 1, class_loss = 0.528858, iou_loss = 0.081152, total_loss = 0.610010 total_bbox = 3486, rewritten_bbox = 0.057372 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.295521, GIOU: 0.190265), Class: 0.501823, Obj: 0.003147, No Obj: 0.002575, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.207670, iou_loss = 7.029317, total_loss = 10.236987 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.283980, GIOU: 0.186890), Class: 0.588273, Obj: 0.005955, No Obj: 0.005233, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.547271, iou_loss = 0.231740, total_loss = 1.779011 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.094601, GIOU: 0.094601), Class: 0.410554, Obj: 0.012250, No Obj: 0.014908, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.498034, iou_loss = 0.001156, total_loss = 0.499190 total_bbox = 3502, rewritten_bbox = 0.057110 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.351917, GIOU: 0.233195), Class: 0.469304, Obj: 0.001646, No Obj: 0.002565, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.348111, iou_loss = 9.511821, total_loss = 11.859932 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005298, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.093516, iou_loss = 0.000000, total_loss = 0.093516 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015095, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.172003, iou_loss = 0.000000, total_loss = 0.172003 total_bbox = 3509, rewritten_bbox = 0.056996 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.345173, GIOU: 0.222649), Class: 0.421549, Obj: 0.003834, No Obj: 0.002730, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.766778, iou_loss = 3.220049, total_loss = 3.986827 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.301316, GIOU: 0.184163), Class: 0.638124, Obj: 0.005273, No Obj: 0.005524, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.660739, iou_loss = 0.035680, total_loss = 0.696419 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.421750, GIOU: 0.331093), Class: 0.504569, Obj: 0.009297, No Obj: 0.015342, .5R: 0.200000, .75R: 0.200000, count: 5, class_loss = 1.716698, iou_loss = 0.104579, total_loss = 1.821277 total_bbox = 3518, rewritten_bbox = 0.056850 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363888, GIOU: 0.299405), Class: 0.420018, Obj: 0.001011, No Obj: 0.002517, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.766148, iou_loss = 6.413291, total_loss = 8.179439 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005281, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.092039, iou_loss = 0.000000, total_loss = 0.092039 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015248, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.174966, iou_loss = 0.000000, total_loss = 0.174966 total_bbox = 3523, rewritten_bbox = 0.056770 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320831, GIOU: 0.242816), Class: 0.509342, Obj: 0.002278, No Obj: 0.002587, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.268153, iou_loss = 6.269957, total_loss = 8.538110 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.202297, GIOU: 0.032904), Class: 0.572250, Obj: 0.003616, No Obj: 0.005374, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.575598, iou_loss = 0.188378, total_loss = 1.763976 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.312716, GIOU: 0.312716), Class: 0.794621, Obj: 0.011331, No Obj: 0.015567, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.438814, iou_loss = 0.012681, total_loss = 0.451495 total_bbox = 3536, rewritten_bbox = 0.056561 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.342152, GIOU: 0.299805), Class: 0.505191, Obj: 0.001625, No Obj: 0.002530, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.273622, iou_loss = 6.530737, total_loss = 8.804358 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.332171, GIOU: 0.183595), Class: 0.511626, Obj: 0.008736, No Obj: 0.005248, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.650281, iou_loss = 0.299521, total_loss = 1.949801 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.284550, GIOU: 0.270538), Class: 0.516517, Obj: 0.026003, No Obj: 0.014799, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.461461, iou_loss = 0.012266, total_loss = 0.473726 total_bbox = 3549, rewritten_bbox = 0.056354 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.316501, GIOU: 0.243140), Class: 0.449362, Obj: 0.004168, No Obj: 0.002713, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.731205, iou_loss = 5.096504, total_loss = 6.827709 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.256341, GIOU: -0.017649), Class: 0.657255, Obj: 0.005065, No Obj: 0.005485, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.937496, iou_loss = 0.074121, total_loss = 1.011617 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.187373, GIOU: 0.158458), Class: 0.518228, Obj: 0.020599, No Obj: 0.015308, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.369996, iou_loss = 0.017717, total_loss = 1.387713 total_bbox = 3561, rewritten_bbox = 0.056164 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.275744, GIOU: 0.166850), Class: 0.401860, Obj: 0.000619, No Obj: 0.002441, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.132756, iou_loss = 11.073095, total_loss = 13.205851 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005122, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.087024, iou_loss = 0.000000, total_loss = 0.087024 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.494410, GIOU: 0.421178), Class: 0.586190, Obj: 0.007285, No Obj: 0.014542, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.737300, iou_loss = 0.014192, total_loss = 0.751492 total_bbox = 3569, rewritten_bbox = 0.056038 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.308056, GIOU: 0.186376), Class: 0.406427, Obj: 0.000924, No Obj: 0.002494, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 3.167122, iou_loss = 9.953788, total_loss = 13.120910 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005110, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.086968, iou_loss = 0.000000, total_loss = 0.086968 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014444, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.159639, iou_loss = 0.000000, total_loss = 0.159639 total_bbox = 3578, rewritten_bbox = 0.055897 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.296297, GIOU: 0.194089), Class: 0.449640, Obj: 0.002329, No Obj: 0.002537, .5R: 0.071429, .75R: 0.000000, count: 14, class_loss = 4.683589, iou_loss = 12.567722, total_loss = 17.251310 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.308322, GIOU: 0.222174), Class: 0.547977, Obj: 0.003601, No Obj: 0.005196, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.693824, iou_loss = 0.076659, total_loss = 0.770483 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014914, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.168917, iou_loss = 0.000000, total_loss = 0.168917 total_bbox = 3594, rewritten_bbox = 0.055648 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.399168, GIOU: 0.361548), Class: 0.496860, Obj: 0.001969, No Obj: 0.002497, .5R: 0.333333, .75R: 0.000000, count: 9, class_loss = 2.947167, iou_loss = 8.171111, total_loss = 11.118279 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.254778, GIOU: 0.199462), Class: 0.514798, Obj: 0.006562, No Obj: 0.005253, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.316212, iou_loss = 0.151527, total_loss = 1.467739 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015487, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.180307, iou_loss = 0.000000, total_loss = 0.180307 total_bbox = 3607, rewritten_bbox = 0.055448 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.324891, GIOU: 0.305634), Class: 0.473219, Obj: 0.002272, No Obj: 0.002437, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.368097, iou_loss = 1.742635, total_loss = 3.110732 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249584, GIOU: 0.085793), Class: 0.580622, Obj: 0.009105, No Obj: 0.005135, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.554220, iou_loss = 0.134551, total_loss = 1.688771 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014655, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.163683, iou_loss = 0.000000, total_loss = 0.163683 total_bbox = 3616, rewritten_bbox = 0.055310 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.392694, GIOU: 0.330975), Class: 0.515630, Obj: 0.003213, No Obj: 0.002607, .5R: 0.300000, .75R: 0.000000, count: 10, class_loss = 3.185492, iou_loss = 5.321689, total_loss = 8.507180 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.337115, GIOU: 0.311811), Class: 0.513452, Obj: 0.006262, No Obj: 0.005392, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.945151, iou_loss = 0.708073, total_loss = 2.653224 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015813, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.190649, iou_loss = 0.000000, total_loss = 0.190649 total_bbox = 3632, rewritten_bbox = 0.055066 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.410563, GIOU: 0.339938), Class: 0.566645, Obj: 0.002520, No Obj: 0.002495, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.282779, iou_loss = 4.809214, total_loss = 6.091992 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.194202, GIOU: 0.122726), Class: 0.551322, Obj: 0.004219, No Obj: 0.005255, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.589345, iou_loss = 0.080339, total_loss = 1.669685 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.327732, GIOU: 0.273959), Class: 0.387665, Obj: 0.013956, No Obj: 0.014666, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.835148, iou_loss = 0.018900, total_loss = 0.854048 total_bbox = 3643, rewritten_bbox = 0.054900 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.238240, GIOU: 0.230272), Class: 0.547604, Obj: 0.003874, No Obj: 0.002516, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.691209, iou_loss = 0.183366, total_loss = 0.874576 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.369490, GIOU: 0.230882), Class: 0.475386, Obj: 0.006655, No Obj: 0.005288, .5R: 0.166667, .75R: 0.166667, count: 6, class_loss = 1.989013, iou_loss = 0.380737, total_loss = 2.369750 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.327416, GIOU: 0.273666), Class: 0.466218, Obj: 0.012079, No Obj: 0.015090, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.130116, iou_loss = 0.035191, total_loss = 1.165307 total_bbox = 3654, rewritten_bbox = 0.054735 % Tensor Cores are disabled until the first 3000 iterations are reached. 212: 1.299458, 2.161879 avg loss, 0.000002 rate, 3.222170 seconds, 13568 images, 9.519039 hours left Loaded: 0.000039 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.346233, GIOU: 0.282163), Class: 0.482572, Obj: 0.002245, No Obj: 0.003136, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.616772, iou_loss = 11.192234, total_loss = 15.809007 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.330369, GIOU: 0.219078), Class: 0.513760, Obj: 0.010891, No Obj: 0.006015, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.036271, iou_loss = 0.234898, total_loss = 1.271169 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.018569, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.259921, iou_loss = 0.000000, total_loss = 0.259921 total_bbox = 3671, rewritten_bbox = 0.054481 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.313127, GIOU: 0.225409), Class: 0.482537, Obj: 0.003270, No Obj: 0.003077, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.594110, iou_loss = 19.090405, total_loss = 23.684515 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.365639, GIOU: 0.217961), Class: 0.528829, Obj: 0.005330, No Obj: 0.005764, .5R: 0.250000, .75R: 0.000000, count: 16, class_loss = 5.000668, iou_loss = 0.902818, total_loss = 5.903486 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.319513, GIOU: 0.236674), Class: 0.468010, Obj: 0.016108, No Obj: 0.017470, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.453743, iou_loss = 0.123061, total_loss = 2.576804 total_bbox = 3708, rewritten_bbox = 0.053937 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.336178, GIOU: 0.232609), Class: 0.476245, Obj: 0.001936, No Obj: 0.002759, .5R: 0.153846, .75R: 0.076923, count: 13, class_loss = 4.262659, iou_loss = 7.139828, total_loss = 11.402487 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.249020, GIOU: 0.122007), Class: 0.597548, Obj: 0.004133, No Obj: 0.005403, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.710411, iou_loss = 0.238689, total_loss = 2.949100 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.332958, GIOU: 0.291714), Class: 0.456088, Obj: 0.013868, No Obj: 0.015125, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.128261, iou_loss = 0.088403, total_loss = 1.216665 total_bbox = 3733, rewritten_bbox = 0.053576 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.289983, GIOU: 0.274319), Class: 0.289273, Obj: 0.000411, No Obj: 0.002622, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.475439, iou_loss = 1.138170, total_loss = 1.613609 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.423695, GIOU: 0.365368), Class: 0.548550, Obj: 0.004764, No Obj: 0.005184, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.387681, iou_loss = 0.032897, total_loss = 0.420578 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.280641, GIOU: 0.201924), Class: 0.510847, Obj: 0.007441, No Obj: 0.014414, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.772026, iou_loss = 0.012427, total_loss = 0.784453 total_bbox = 3737, rewritten_bbox = 0.053519 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.310232, GIOU: 0.174269), Class: 0.475170, Obj: 0.000862, No Obj: 0.002438, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.695660, iou_loss = 2.635870, total_loss = 4.331531 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.382648, GIOU: 0.302810), Class: 0.566693, Obj: 0.008002, No Obj: 0.005129, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.875325, iou_loss = 0.365002, total_loss = 2.240327 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.276856, GIOU: 0.132789), Class: 0.409106, Obj: 0.012131, No Obj: 0.014367, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.823005, iou_loss = 0.014341, total_loss = 0.837346 total_bbox = 3750, rewritten_bbox = 0.053333 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.476427, GIOU: 0.472204), Class: 0.446524, Obj: 0.005397, No Obj: 0.002429, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.728886, iou_loss = 0.934894, total_loss = 1.663781 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.270144, GIOU: 0.179743), Class: 0.591548, Obj: 0.012662, No Obj: 0.005241, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.661567, iou_loss = 0.078151, total_loss = 0.739718 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.265763, GIOU: 0.265763), Class: 0.567624, Obj: 0.012839, No Obj: 0.014760, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.751046, iou_loss = 0.002758, total_loss = 0.753804 total_bbox = 3756, rewritten_bbox = 0.053248 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.308738, GIOU: 0.222324), Class: 0.447734, Obj: 0.002112, No Obj: 0.002421, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 3.034542, iou_loss = 8.426380, total_loss = 11.460922 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.284510, GIOU: 0.163601), Class: 0.607550, Obj: 0.008990, No Obj: 0.005092, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.665673, iou_loss = 0.181984, total_loss = 0.847658 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014505, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.159703, iou_loss = 0.000000, total_loss = 0.159703 total_bbox = 3767, rewritten_bbox = 0.053093 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.356835, GIOU: 0.272084), Class: 0.441079, Obj: 0.002785, No Obj: 0.002552, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.761772, iou_loss = 8.625750, total_loss = 10.387522 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.360218, GIOU: 0.256170), Class: 0.596511, Obj: 0.005869, No Obj: 0.005317, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.250246, iou_loss = 0.165293, total_loss = 1.415539 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.188993, GIOU: 0.027647), Class: 0.320100, Obj: 0.009522, No Obj: 0.015328, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.537892, iou_loss = 0.011490, total_loss = 0.549382 total_bbox = 3777, rewritten_bbox = 0.052952 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.138331, GIOU: -0.076437), Class: 0.454225, Obj: 0.000787, No Obj: 0.003233, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.461010, iou_loss = 3.978654, total_loss = 5.439664 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.227394, GIOU: 0.177851), Class: 0.615706, Obj: 0.004682, No Obj: 0.006000, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.973106, iou_loss = 0.031391, total_loss = 1.004497 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.442708, GIOU: 0.375866), Class: 0.446901, Obj: 0.021527, No Obj: 0.017495, .5R: 0.600000, .75R: 0.000000, count: 5, class_loss = 1.822611, iou_loss = 0.072087, total_loss = 1.894699 total_bbox = 3789, rewritten_bbox = 0.052784 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.333741, GIOU: 0.302807), Class: 0.467495, Obj: 0.002553, No Obj: 0.002803, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.317786, iou_loss = 9.835978, total_loss = 13.153764 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.416534, GIOU: 0.326822), Class: 0.577566, Obj: 0.009285, No Obj: 0.005498, .5R: 0.416667, .75R: 0.000000, count: 12, class_loss = 3.620416, iou_loss = 1.204335, total_loss = 4.824751 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.390038, GIOU: 0.379357), Class: 0.487885, Obj: 0.011315, No Obj: 0.015353, .5R: 0.250000, .75R: 0.250000, count: 4, class_loss = 1.437414, iou_loss = 0.102764, total_loss = 1.540178 total_bbox = 3815, rewritten_bbox = 0.052425 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.331633, GIOU: 0.204906), Class: 0.470024, Obj: 0.002037, No Obj: 0.002916, .5R: 0.166667, .75R: 0.000000, count: 18, class_loss = 5.925989, iou_loss = 12.299936, total_loss = 18.225925 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.313946, GIOU: 0.150355), Class: 0.609068, Obj: 0.005089, No Obj: 0.005441, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.529064, iou_loss = 0.458169, total_loss = 1.987233 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.434366, GIOU: 0.368501), Class: 0.523108, Obj: 0.014101, No Obj: 0.015674, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.483493, iou_loss = 0.011749, total_loss = 0.495242 total_bbox = 3839, rewritten_bbox = 0.052097 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.202960, GIOU: 0.195367), Class: 0.491889, Obj: 0.000461, No Obj: 0.002600, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.386293, iou_loss = 4.755003, total_loss = 6.141296 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005289, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.092120, iou_loss = 0.000000, total_loss = 0.092120 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.391696, GIOU: 0.237194), Class: 0.531271, Obj: 0.013405, No Obj: 0.014796, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.668775, iou_loss = 0.018846, total_loss = 1.687621 total_bbox = 3848, rewritten_bbox = 0.051975 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322845, GIOU: 0.232750), Class: 0.525774, Obj: 0.002973, No Obj: 0.002612, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.936483, iou_loss = 4.839990, total_loss = 6.776473 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.333494, GIOU: 0.287443), Class: 0.535295, Obj: 0.004072, No Obj: 0.005222, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.913852, iou_loss = 0.345711, total_loss = 2.259563 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.196207, GIOU: 0.164814), Class: 0.343825, Obj: 0.018874, No Obj: 0.014697, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.864410, iou_loss = 0.023101, total_loss = 0.887511 total_bbox = 3862, rewritten_bbox = 0.051787 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320530, GIOU: 0.242888), Class: 0.414230, Obj: 0.005017, No Obj: 0.002909, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.120611, iou_loss = 24.938126, total_loss = 27.058737 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.309623, GIOU: 0.178939), Class: 0.585882, Obj: 0.008095, No Obj: 0.005689, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.272737, iou_loss = 0.066163, total_loss = 1.338900 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.335889, GIOU: 0.329542), Class: 0.495178, Obj: 0.019907, No Obj: 0.016074, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.423735, iou_loss = 0.066045, total_loss = 1.489780 total_bbox = 3876, rewritten_bbox = 0.051600 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.317352, GIOU: 0.220855), Class: 0.479355, Obj: 0.002592, No Obj: 0.003077, .5R: 0.062500, .75R: 0.000000, count: 16, class_loss = 5.237260, iou_loss = 8.587065, total_loss = 13.824325 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.296468, GIOU: 0.125924), Class: 0.596323, Obj: 0.005554, No Obj: 0.005871, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.860839, iou_loss = 0.462188, total_loss = 2.323026 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.459065, GIOU: 0.452995), Class: 0.418919, Obj: 0.016370, No Obj: 0.017211, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.550296, iou_loss = 0.047890, total_loss = 0.598186 total_bbox = 3899, rewritten_bbox = 0.051295 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.422995, GIOU: 0.348479), Class: 0.526823, Obj: 0.002316, No Obj: 0.002873, .5R: 0.363636, .75R: 0.000000, count: 11, class_loss = 3.497276, iou_loss = 9.700691, total_loss = 13.197968 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.204434, GIOU: 0.114351), Class: 0.523250, Obj: 0.005037, No Obj: 0.005675, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.938711, iou_loss = 0.184459, total_loss = 2.123169 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.016760, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.212997, iou_loss = 0.000000, total_loss = 0.212997 total_bbox = 3916, rewritten_bbox = 0.051073 % Tensor Cores are disabled until the first 3000 iterations are reached. 213: 1.848164, 2.130507 avg loss, 0.000002 rate, 3.270860 seconds, 13632 images, 9.475655 hours left Loaded: 0.000052 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.388517, GIOU: 0.337178), Class: 0.525042, Obj: 0.004051, No Obj: 0.003013, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 3.819486, iou_loss = 5.408925, total_loss = 9.228411 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.281903, GIOU: 0.212775), Class: 0.569139, Obj: 0.008745, No Obj: 0.005742, .5R: 0.000000, .75R: 0.000000, count: 11, class_loss = 3.346520, iou_loss = 0.414822, total_loss = 3.761342 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.305303, GIOU: 0.221512), Class: 0.383129, Obj: 0.016669, No Obj: 0.015467, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.196061, iou_loss = 0.023074, total_loss = 1.219134 total_bbox = 3942, rewritten_bbox = 0.050736 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.374723, GIOU: 0.269758), Class: 0.510522, Obj: 0.002734, No Obj: 0.002895, .5R: 0.312500, .75R: 0.000000, count: 16, class_loss = 5.110547, iou_loss = 12.653313, total_loss = 17.763859 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.168589, GIOU: 0.092091), Class: 0.544886, Obj: 0.006147, No Obj: 0.005504, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.904738, iou_loss = 0.121032, total_loss = 2.025769 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015743, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.185441, iou_loss = 0.000000, total_loss = 0.185441 total_bbox = 3964, rewritten_bbox = 0.050454 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.307950, GIOU: 0.195815), Class: 0.497171, Obj: 0.001560, No Obj: 0.002722, .5R: 0.066667, .75R: 0.000000, count: 15, class_loss = 4.885154, iou_loss = 10.264778, total_loss = 15.149932 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.282495, GIOU: 0.129780), Class: 0.570239, Obj: 0.006949, No Obj: 0.005458, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.567983, iou_loss = 0.304561, total_loss = 1.872543 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.464207, GIOU: 0.460734), Class: 0.568769, Obj: 0.016500, No Obj: 0.014866, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.454171, iou_loss = 0.021760, total_loss = 0.475931 total_bbox = 3985, rewritten_bbox = 0.050188 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.268779, GIOU: 0.193147), Class: 0.413630, Obj: 0.001485, No Obj: 0.002443, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.799160, iou_loss = 12.076584, total_loss = 15.875744 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.253306, GIOU: 0.201074), Class: 0.577196, Obj: 0.006692, No Obj: 0.005032, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.258006, iou_loss = 0.134987, total_loss = 1.392992 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.402568, GIOU: 0.295159), Class: 0.584504, Obj: 0.007637, No Obj: 0.014162, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.440336, iou_loss = 0.012885, total_loss = 0.453221 total_bbox = 4001, rewritten_bbox = 0.049988 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.281783, GIOU: 0.156794), Class: 0.509946, Obj: 0.002249, No Obj: 0.002551, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.270393, iou_loss = 4.557722, total_loss = 6.828115 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.238160, GIOU: 0.063363), Class: 0.584698, Obj: 0.005385, No Obj: 0.005306, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.979365, iou_loss = 0.220743, total_loss = 1.200107 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.669815, GIOU: 0.643704), Class: 0.523313, Obj: 0.009309, No Obj: 0.014822, .5R: 1.000000, .75R: 0.333333, count: 3, class_loss = 1.074559, iou_loss = 0.049726, total_loss = 1.124285 total_bbox = 4014, rewritten_bbox = 0.049826 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.310952, GIOU: 0.177441), Class: 0.431345, Obj: 0.001691, No Obj: 0.002465, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 3.082016, iou_loss = 5.896983, total_loss = 8.978999 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.366555, GIOU: 0.356991), Class: 0.486047, Obj: 0.005157, No Obj: 0.005057, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.027004, iou_loss = 0.411489, total_loss = 1.438493 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014691, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.166021, iou_loss = 0.000000, total_loss = 0.166021 total_bbox = 4026, rewritten_bbox = 0.049677 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.168808, GIOU: 0.168808), Class: 0.468759, Obj: 0.003126, No Obj: 0.002502, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.372866, iou_loss = 0.640504, total_loss = 2.013370 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.297454, GIOU: 0.258385), Class: 0.667481, Obj: 0.007175, No Obj: 0.005138, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.912289, iou_loss = 0.159904, total_loss = 1.072194 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.426911, GIOU: 0.301908), Class: 0.490505, Obj: 0.009656, No Obj: 0.014416, .5R: 0.333333, .75R: 0.333333, count: 3, class_loss = 1.092436, iou_loss = 0.027989, total_loss = 1.120424 total_bbox = 4036, rewritten_bbox = 0.049554 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.330458, GIOU: 0.210721), Class: 0.384502, Obj: 0.000870, No Obj: 0.002714, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.837468, iou_loss = 3.888193, total_loss = 5.725661 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.179105, GIOU: -0.216888), Class: 0.680891, Obj: 0.003517, No Obj: 0.005339, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.367846, iou_loss = 0.004546, total_loss = 0.372392 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.307353, GIOU: 0.307353), Class: 0.619213, Obj: 0.007841, No Obj: 0.014893, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.731615, iou_loss = 0.034118, total_loss = 0.765733 total_bbox = 4044, rewritten_bbox = 0.049456 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.271021, GIOU: 0.165078), Class: 0.458234, Obj: 0.002417, No Obj: 0.003161, .5R: 0.076923, .75R: 0.000000, count: 13, class_loss = 4.369081, iou_loss = 13.017940, total_loss = 17.387020 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.316503, GIOU: 0.127679), Class: 0.597090, Obj: 0.006337, No Obj: 0.005931, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.138177, iou_loss = 0.379738, total_loss = 2.517915 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.348302, GIOU: 0.309829), Class: 0.476597, Obj: 0.014693, No Obj: 0.016259, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.072756, iou_loss = 0.072922, total_loss = 2.145679 total_bbox = 4070, rewritten_bbox = 0.049140 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.308970, GIOU: 0.177908), Class: 0.494753, Obj: 0.001957, No Obj: 0.003078, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.701366, iou_loss = 2.049191, total_loss = 3.750557 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.232320, GIOU: 0.199138), Class: 0.510046, Obj: 0.006017, No Obj: 0.005979, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.964398, iou_loss = 0.107471, total_loss = 2.071868 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.289225, GIOU: 0.224834), Class: 0.435965, Obj: 0.015582, No Obj: 0.017071, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.509768, iou_loss = 0.054288, total_loss = 1.564056 total_bbox = 4085, rewritten_bbox = 0.048960 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.416622, GIOU: 0.345627), Class: 0.448620, Obj: 0.004356, No Obj: 0.002835, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.364571, iou_loss = 14.143335, total_loss = 18.507906 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.248869, GIOU: 0.192454), Class: 0.612824, Obj: 0.004795, No Obj: 0.005512, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 3.541188, iou_loss = 0.443148, total_loss = 3.984337 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.188956, GIOU: 0.082655), Class: 0.444241, Obj: 0.009892, No Obj: 0.015865, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.842761, iou_loss = 0.006981, total_loss = 0.849742 total_bbox = 4112, rewritten_bbox = 0.048638 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.362343, GIOU: 0.323568), Class: 0.472285, Obj: 0.002372, No Obj: 0.002558, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.360484, iou_loss = 7.867042, total_loss = 10.227526 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.271451, GIOU: 0.192156), Class: 0.581693, Obj: 0.006664, No Obj: 0.005129, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 0.961879, iou_loss = 0.172703, total_loss = 1.134582 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.337364, GIOU: 0.323028), Class: 0.639403, Obj: 0.012961, No Obj: 0.014478, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.432470, iou_loss = 0.022002, total_loss = 0.454472 total_bbox = 4123, rewritten_bbox = 0.048508 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.373010, GIOU: 0.354497), Class: 0.445210, Obj: 0.002269, No Obj: 0.002415, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.046652, iou_loss = 4.789361, total_loss = 6.836013 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.199105, GIOU: 0.151947), Class: 0.770115, Obj: 0.002949, No Obj: 0.004972, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.344322, iou_loss = 0.013104, total_loss = 0.357426 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014225, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.155956, iou_loss = 0.000000, total_loss = 0.155956 total_bbox = 4130, rewritten_bbox = 0.048426 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.266496, GIOU: 0.191880), Class: 0.429321, Obj: 0.001900, No Obj: 0.002745, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.772722, iou_loss = 9.691135, total_loss = 12.463858 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005497, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.098947, iou_loss = 0.000000, total_loss = 0.098947 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015114, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.171918, iou_loss = 0.000000, total_loss = 0.171918 total_bbox = 4138, rewritten_bbox = 0.048333 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.276152, GIOU: 0.236652), Class: 0.542373, Obj: 0.002187, No Obj: 0.002870, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.620638, iou_loss = 4.882759, total_loss = 6.503397 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.364973, GIOU: 0.329897), Class: 0.573791, Obj: 0.009631, No Obj: 0.005710, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 1.858463, iou_loss = 0.542606, total_loss = 2.401069 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.539777, GIOU: 0.529528), Class: 0.413936, Obj: 0.013667, No Obj: 0.015720, .5R: 0.666667, .75R: 0.000000, count: 3, class_loss = 1.179993, iou_loss = 0.130933, total_loss = 1.310925 total_bbox = 4152, rewritten_bbox = 0.048170 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.275610, GIOU: 0.197141), Class: 0.406047, Obj: 0.001547, No Obj: 0.002920, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.849533, iou_loss = 5.285254, total_loss = 9.134788 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.356330, GIOU: 0.244584), Class: 0.489993, Obj: 0.006175, No Obj: 0.005497, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.978058, iou_loss = 0.384774, total_loss = 2.362832 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.281099, GIOU: 0.067408), Class: 0.497824, Obj: 0.027647, No Obj: 0.015323, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.779149, iou_loss = 0.018149, total_loss = 0.797298 total_bbox = 4171, rewritten_bbox = 0.047950 % Tensor Cores are disabled until the first 3000 iterations are reached. 214: 1.802317, 2.097688 avg loss, 0.000002 rate, 3.355144 seconds, 13696 images, 9.433478 hours left Loaded: 0.000054 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320036, GIOU: 0.170439), Class: 0.437689, Obj: 0.000979, No Obj: 0.002535, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.086920, iou_loss = 0.813463, total_loss = 1.900383 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.144210, GIOU: -0.143804), Class: 0.578431, Obj: 0.004734, No Obj: 0.005232, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.672986, iou_loss = 0.041023, total_loss = 0.714009 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.439799, GIOU: 0.432260), Class: 0.553456, Obj: 0.010435, No Obj: 0.014598, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.058754, iou_loss = 0.020537, total_loss = 1.079292 total_bbox = 4179, rewritten_bbox = 0.047858 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.231602, GIOU: 0.153093), Class: 0.470247, Obj: 0.002637, No Obj: 0.002468, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.596117, iou_loss = 7.101866, total_loss = 11.697983 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.276896, GIOU: 0.221701), Class: 0.550957, Obj: 0.004423, No Obj: 0.004986, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.484100, iou_loss = 0.380336, total_loss = 2.864436 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014121, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.152267, iou_loss = 0.000000, total_loss = 0.152267 total_bbox = 4201, rewritten_bbox = 0.047608 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.369044, GIOU: 0.303552), Class: 0.454786, Obj: 0.002446, No Obj: 0.002557, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.994384, iou_loss = 11.227392, total_loss = 15.221777 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.284388, GIOU: 0.216804), Class: 0.550440, Obj: 0.005150, No Obj: 0.005193, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.282749, iou_loss = 0.159598, total_loss = 1.442347 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.354618, GIOU: 0.213372), Class: 0.547522, Obj: 0.019337, No Obj: 0.015099, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.462443, iou_loss = 0.009690, total_loss = 0.472133 total_bbox = 4218, rewritten_bbox = 0.047416 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.297565, GIOU: 0.198273), Class: 0.475885, Obj: 0.002427, No Obj: 0.002841, .5R: 0.000000, .75R: 0.000000, count: 14, class_loss = 4.596261, iou_loss = 8.166650, total_loss = 12.762911 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.336141, GIOU: 0.169484), Class: 0.523711, Obj: 0.006429, No Obj: 0.005484, .5R: 0.250000, .75R: 0.125000, count: 8, class_loss = 2.555659, iou_loss = 0.869379, total_loss = 3.425037 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.340398, GIOU: 0.292494), Class: 0.497409, Obj: 0.014952, No Obj: 0.015847, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.358135, iou_loss = 0.069766, total_loss = 2.427902 total_bbox = 4247, rewritten_bbox = 0.047092 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.306059, GIOU: 0.136166), Class: 0.493012, Obj: 0.001554, No Obj: 0.002890, .5R: 0.142857, .75R: 0.000000, count: 14, class_loss = 4.573755, iou_loss = 7.982767, total_loss = 12.556522 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.216626, GIOU: 0.092375), Class: 0.570484, Obj: 0.005395, No Obj: 0.005719, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.465558, iou_loss = 0.164041, total_loss = 2.629599 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.483073, GIOU: 0.443008), Class: 0.430387, Obj: 0.014033, No Obj: 0.016882, .5R: 0.500000, .75R: 0.000000, count: 4, class_loss = 1.517547, iou_loss = 0.051995, total_loss = 1.569542 total_bbox = 4273, rewritten_bbox = 0.046806 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.366623, GIOU: 0.258122), Class: 0.459953, Obj: 0.001962, No Obj: 0.002930, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.360306, iou_loss = 13.581707, total_loss = 17.942013 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.342063, GIOU: 0.209922), Class: 0.565413, Obj: 0.005483, No Obj: 0.005763, .5R: 0.166667, .75R: 0.083333, count: 12, class_loss = 3.666398, iou_loss = 1.017307, total_loss = 4.683704 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.354273, GIOU: 0.275591), Class: 0.504593, Obj: 0.015955, No Obj: 0.015558, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.404071, iou_loss = 0.061908, total_loss = 1.465980 total_bbox = 4302, rewritten_bbox = 0.046490 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.293569, GIOU: 0.159179), Class: 0.468114, Obj: 0.002464, No Obj: 0.002725, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.670695, iou_loss = 1.675720, total_loss = 4.346415 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.361650, GIOU: 0.303261), Class: 0.588111, Obj: 0.007249, No Obj: 0.005576, .5R: 0.363636, .75R: 0.090909, count: 11, class_loss = 3.298324, iou_loss = 0.792852, total_loss = 4.091177 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.292903, GIOU: 0.292903), Class: 0.603551, Obj: 0.020629, No Obj: 0.016411, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.323215, iou_loss = 0.035418, total_loss = 1.358633 total_bbox = 4325, rewritten_bbox = 0.046243 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.264104, GIOU: 0.094494), Class: 0.478181, Obj: 0.001860, No Obj: 0.003100, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.652628, iou_loss = 3.425378, total_loss = 7.078005 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.223789, GIOU: 0.192031), Class: 0.627170, Obj: 0.004642, No Obj: 0.005804, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.808872, iou_loss = 0.141460, total_loss = 1.950331 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.224249, GIOU: 0.224249), Class: 0.466116, Obj: 0.015669, No Obj: 0.016128, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.156771, iou_loss = 0.018597, total_loss = 1.175368 total_bbox = 4345, rewritten_bbox = 0.046030 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.256375, GIOU: 0.151248), Class: 0.466670, Obj: 0.001815, No Obj: 0.003000, .5R: 0.083333, .75R: 0.000000, count: 12, class_loss = 4.013302, iou_loss = 24.987181, total_loss = 29.000483 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.404612, GIOU: 0.316463), Class: 0.609336, Obj: 0.003540, No Obj: 0.005634, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.546081, iou_loss = 0.285748, total_loss = 1.831830 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.364576, GIOU: 0.334054), Class: 0.443432, Obj: 0.020133, No Obj: 0.015663, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.462260, iou_loss = 0.049382, total_loss = 1.511642 total_bbox = 4366, rewritten_bbox = 0.045809 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.353858, GIOU: 0.317690), Class: 0.540433, Obj: 0.002939, No Obj: 0.003012, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.576170, iou_loss = 5.138090, total_loss = 7.714261 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.352642, GIOU: 0.248421), Class: 0.537320, Obj: 0.007203, No Obj: 0.005848, .5R: 0.222222, .75R: 0.111111, count: 9, class_loss = 2.822524, iou_loss = 0.669661, total_loss = 3.492186 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.204551, GIOU: 0.204551), Class: 0.466149, Obj: 0.021287, No Obj: 0.017291, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.535449, iou_loss = 0.005452, total_loss = 0.540901 total_bbox = 4384, rewritten_bbox = 0.045620 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.415552, GIOU: 0.307082), Class: 0.500634, Obj: 0.002528, No Obj: 0.002830, .5R: 0.357143, .75R: 0.071429, count: 14, class_loss = 4.534923, iou_loss = 11.683956, total_loss = 16.218880 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.210188, GIOU: 0.152029), Class: 0.579295, Obj: 0.005350, No Obj: 0.005445, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.973812, iou_loss = 0.062368, total_loss = 1.036181 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015793, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.191959, iou_loss = 0.000000, total_loss = 0.191959 total_bbox = 4401, rewritten_bbox = 0.045444 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.270670, GIOU: 0.179257), Class: 0.428096, Obj: 0.001006, No Obj: 0.002602, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.090668, iou_loss = 1.225546, total_loss = 2.316214 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005192, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.088181, iou_loss = 0.000000, total_loss = 0.088181 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.351129, GIOU: 0.268589), Class: 0.535541, Obj: 0.014382, No Obj: 0.014473, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.055451, iou_loss = 0.042591, total_loss = 1.098042 total_bbox = 4407, rewritten_bbox = 0.045382 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.002537, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.091387, iou_loss = 0.000000, total_loss = 0.091387 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.373989, GIOU: 0.229949), Class: 0.629728, Obj: 0.006596, No Obj: 0.005268, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.937520, iou_loss = 0.059835, total_loss = 0.997356 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.406275, GIOU: 0.392015), Class: 0.478285, Obj: 0.025870, No Obj: 0.014468, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.022324, iou_loss = 0.094033, total_loss = 2.116357 total_bbox = 4416, rewritten_bbox = 0.045290 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.247906, GIOU: 0.044038), Class: 0.389160, Obj: 0.000185, No Obj: 0.002423, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.772134, iou_loss = 0.774600, total_loss = 1.546734 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.262131, GIOU: 0.163089), Class: 0.690068, Obj: 0.004889, No Obj: 0.005009, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.639327, iou_loss = 0.035056, total_loss = 0.674384 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.332738, GIOU: 0.297734), Class: 0.306800, Obj: 0.006553, No Obj: 0.014384, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.522983, iou_loss = 0.068490, total_loss = 0.591473 total_bbox = 4421, rewritten_bbox = 0.045239 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.149802, GIOU: 0.064770), Class: 0.401155, Obj: 0.000374, No Obj: 0.002482, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.206248, iou_loss = 4.982814, total_loss = 7.189061 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005109, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.086196, iou_loss = 0.000000, total_loss = 0.086196 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014464, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.157975, iou_loss = 0.000000, total_loss = 0.157975 total_bbox = 4428, rewritten_bbox = 0.067751 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.375929, GIOU: 0.310284), Class: 0.453410, Obj: 0.002609, No Obj: 0.002488, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.324591, iou_loss = 8.656449, total_loss = 12.981040 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.278479, GIOU: 0.146375), Class: 0.522946, Obj: 0.004315, No Obj: 0.005212, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.315804, iou_loss = 0.161578, total_loss = 1.477381 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014541, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.159169, iou_loss = 0.000000, total_loss = 0.159169 total_bbox = 4445, rewritten_bbox = 0.067492 % Tensor Cores are disabled until the first 3000 iterations are reached. 215: 1.912917, 2.079211 avg loss, 0.000002 rate, 3.291486 seconds, 13760 images, 9.393069 hours left Loaded: 0.000040 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338786, GIOU: 0.251342), Class: 0.440364, Obj: 0.001832, No Obj: 0.002565, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.739843, iou_loss = 2.944026, total_loss = 4.683869 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.209556, GIOU: 0.209556), Class: 0.528777, Obj: 0.003995, No Obj: 0.005179, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.004199, iou_loss = 0.143488, total_loss = 1.147687 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014947, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.169647, iou_loss = 0.000000, total_loss = 0.169647 total_bbox = 4453, rewritten_bbox = 0.067370 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.479431, GIOU: 0.426342), Class: 0.460672, Obj: 0.002142, No Obj: 0.002369, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.031992, iou_loss = 5.550954, total_loss = 7.582946 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.308755, GIOU: 0.260710), Class: 0.642104, Obj: 0.002730, No Obj: 0.004906, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.499398, iou_loss = 0.281373, total_loss = 1.780771 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.342126, GIOU: 0.285645), Class: 0.402472, Obj: 0.019909, No Obj: 0.013888, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.478810, iou_loss = 0.030845, total_loss = 0.509655 total_bbox = 4465, rewritten_bbox = 0.067189 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.343351, GIOU: 0.221082), Class: 0.457900, Obj: 0.002081, No Obj: 0.002727, .5R: 0.235294, .75R: 0.000000, count: 17, class_loss = 5.620444, iou_loss = 9.061062, total_loss = 14.681505 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.288821, GIOU: 0.267082), Class: 0.543784, Obj: 0.005293, No Obj: 0.005276, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.990036, iou_loss = 0.424689, total_loss = 1.414725 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014799, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.165379, iou_loss = 0.000000, total_loss = 0.165379 total_bbox = 4485, rewritten_bbox = 0.066890 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.380206, GIOU: 0.321461), Class: 0.458346, Obj: 0.001983, No Obj: 0.002812, .5R: 0.250000, .75R: 0.000000, count: 12, class_loss = 4.013916, iou_loss = 8.992516, total_loss = 13.006433 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.348277, GIOU: 0.215908), Class: 0.544580, Obj: 0.005053, No Obj: 0.005541, .5R: 0.142857, .75R: 0.071429, count: 14, class_loss = 4.316606, iou_loss = 0.648935, total_loss = 4.965541 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.285363, GIOU: 0.204584), Class: 0.544747, Obj: 0.015065, No Obj: 0.016065, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.566302, iou_loss = 0.055358, total_loss = 2.621661 total_bbox = 4519, rewritten_bbox = 0.066386 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.395297, GIOU: 0.357234), Class: 0.496899, Obj: 0.003648, No Obj: 0.002974, .5R: 0.222222, .75R: 0.000000, count: 9, class_loss = 2.952004, iou_loss = 17.345098, total_loss = 20.297102 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.005360, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.094507, iou_loss = 0.000000, total_loss = 0.094507 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015172, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.173856, iou_loss = 0.000000, total_loss = 0.173856 total_bbox = 4528, rewritten_bbox = 0.066254 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.348598, GIOU: 0.267640), Class: 0.486598, Obj: 0.003672, No Obj: 0.002725, .5R: 0.200000, .75R: 0.000000, count: 15, class_loss = 4.873247, iou_loss = 10.957952, total_loss = 15.831199 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.182481, GIOU: -0.046690), Class: 0.611016, Obj: 0.004780, No Obj: 0.005509, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.105353, iou_loss = 0.175866, total_loss = 2.281219 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.423470, GIOU: 0.423470), Class: 0.483971, Obj: 0.012079, No Obj: 0.015457, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.813860, iou_loss = 0.042067, total_loss = 0.855927 total_bbox = 4552, rewritten_bbox = 0.065905 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322626, GIOU: 0.203218), Class: 0.491595, Obj: 0.002550, No Obj: 0.002558, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.244919, iou_loss = 7.537738, total_loss = 10.782658 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.200158, GIOU: -0.073019), Class: 0.588827, Obj: 0.006186, No Obj: 0.005037, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.540745, iou_loss = 0.062977, total_loss = 1.603722 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.152970, GIOU: 0.152970), Class: 0.193248, Obj: 0.014960, No Obj: 0.014169, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.558490, iou_loss = 0.003030, total_loss = 0.561520 total_bbox = 4568, rewritten_bbox = 0.065674 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.369356, GIOU: 0.293671), Class: 0.505380, Obj: 0.001532, No Obj: 0.002668, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.615520, iou_loss = 5.760321, total_loss = 8.375841 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.242285, GIOU: 0.179628), Class: 0.502765, Obj: 0.004307, No Obj: 0.005373, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.029812, iou_loss = 0.102375, total_loss = 1.132187 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.376819, GIOU: 0.309884), Class: 0.558835, Obj: 0.018112, No Obj: 0.014881, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.747197, iou_loss = 0.007044, total_loss = 0.754241 total_bbox = 4581, rewritten_bbox = 0.065488 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.294894, GIOU: 0.234144), Class: 0.471024, Obj: 0.001296, No Obj: 0.002670, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.354532, iou_loss = 6.662882, total_loss = 9.017413 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.310206, GIOU: 0.208843), Class: 0.562943, Obj: 0.004550, No Obj: 0.005451, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.085546, iou_loss = 0.304141, total_loss = 3.389688 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.348374, GIOU: 0.296765), Class: 0.490371, Obj: 0.013567, No Obj: 0.015312, .5R: 0.181818, .75R: 0.000000, count: 11, class_loss = 3.588643, iou_loss = 0.090674, total_loss = 3.679317 total_bbox = 4609, rewritten_bbox = 0.065090 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.383145, GIOU: 0.284039), Class: 0.486470, Obj: 0.002599, No Obj: 0.002975, .5R: 0.333333, .75R: 0.055556, count: 18, class_loss = 5.844591, iou_loss = 9.829610, total_loss = 15.674201 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.347977, GIOU: 0.282637), Class: 0.589673, Obj: 0.005565, No Obj: 0.005661, .5R: 0.300000, .75R: 0.000000, count: 10, class_loss = 3.031667, iou_loss = 0.698186, total_loss = 3.729853 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.372171, GIOU: 0.227754), Class: 0.412923, Obj: 0.008865, No Obj: 0.016528, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.535905, iou_loss = 0.035723, total_loss = 0.571627 total_bbox = 4638, rewritten_bbox = 0.064683 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.284816, GIOU: 0.214867), Class: 0.514227, Obj: 0.001988, No Obj: 0.003095, .5R: 0.000000, .75R: 0.000000, count: 10, class_loss = 3.244525, iou_loss = 3.030771, total_loss = 6.275296 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.348290, GIOU: 0.268675), Class: 0.546103, Obj: 0.007540, No Obj: 0.005863, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.020059, iou_loss = 1.226725, total_loss = 5.246784 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.255133, GIOU: 0.120605), Class: 0.557675, Obj: 0.025166, No Obj: 0.015846, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.055581, iou_loss = 0.039971, total_loss = 1.095552 total_bbox = 4664, rewritten_bbox = 0.064322 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.329345, GIOU: 0.223413), Class: 0.463665, Obj: 0.002307, No Obj: 0.002529, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.352802, iou_loss = 3.977941, total_loss = 6.330743 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.275728, GIOU: 0.147007), Class: 0.654118, Obj: 0.005991, No Obj: 0.005077, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.915396, iou_loss = 0.088699, total_loss = 1.004095 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014830, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.166747, iou_loss = 0.000000, total_loss = 0.166747 total_bbox = 4674, rewritten_bbox = 0.064185 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.241824, GIOU: 0.075983), Class: 0.397867, Obj: 0.001656, No Obj: 0.002448, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 3.180218, iou_loss = 12.269071, total_loss = 15.449289 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.287153, GIOU: 0.233835), Class: 0.638496, Obj: 0.004394, No Obj: 0.005007, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.646290, iou_loss = 0.040122, total_loss = 0.686411 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.467737, GIOU: 0.463640), Class: 0.442098, Obj: 0.015993, No Obj: 0.014154, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.795365, iou_loss = 0.046419, total_loss = 0.841785 total_bbox = 4687, rewritten_bbox = 0.064007 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.407048, GIOU: 0.308138), Class: 0.387375, Obj: 0.000711, No Obj: 0.002410, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 2.172065, iou_loss = 15.442123, total_loss = 17.614189 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.004967, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.081553, iou_loss = 0.000000, total_loss = 0.081553 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014123, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.153582, iou_loss = 0.000000, total_loss = 0.153582 total_bbox = 4693, rewritten_bbox = 0.063925 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.459029, GIOU: 0.388062), Class: 0.511979, Obj: 0.003766, No Obj: 0.002517, .5R: 0.333333, .75R: 0.111111, count: 9, class_loss = 2.880242, iou_loss = 5.310631, total_loss = 8.190873 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.366497, GIOU: 0.345182), Class: 0.579764, Obj: 0.006547, No Obj: 0.005198, .5R: 0.500000, .75R: 0.000000, count: 8, class_loss = 2.416945, iou_loss = 0.991521, total_loss = 3.408466 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014884, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.173693, iou_loss = 0.000000, total_loss = 0.173693 total_bbox = 4710, rewritten_bbox = 0.063694 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.346636, GIOU: 0.271708), Class: 0.490233, Obj: 0.002524, No Obj: 0.002517, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.576121, iou_loss = 8.851280, total_loss = 12.427401 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349001, GIOU: 0.292665), Class: 0.575577, Obj: 0.005534, No Obj: 0.005013, .5R: 0.125000, .75R: 0.000000, count: 8, class_loss = 2.438042, iou_loss = 0.736239, total_loss = 3.174281 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.013885, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.145259, iou_loss = 0.000000, total_loss = 0.145259 total_bbox = 4729, rewritten_bbox = 0.063438 % Tensor Cores are disabled until the first 3000 iterations are reached. 216: 1.972077, 2.068498 avg loss, 0.000002 rate, 3.461788 seconds, 13824 images, 9.352032 hours left Loaded: 0.394645 seconds - performance bottleneck on CPU or Disk HDD/SSD v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.160681, GIOU: 0.122835), Class: 0.517388, Obj: 0.001522, No Obj: 0.002463, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.318115, iou_loss = 0.756182, total_loss = 2.074297 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.185172, GIOU: -0.084951), Class: 0.659438, Obj: 0.005670, No Obj: 0.005094, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.360636, iou_loss = 0.009825, total_loss = 0.370461 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014169, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.153763, iou_loss = 0.000000, total_loss = 0.153763 total_bbox = 4734, rewritten_bbox = 0.063371 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.350498, GIOU: 0.267526), Class: 0.492947, Obj: 0.002911, No Obj: 0.002621, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.312907, iou_loss = 5.505185, total_loss = 7.818092 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.004980, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.081337, iou_loss = 0.000000, total_loss = 0.081337 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.013742, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.141858, iou_loss = 0.000000, total_loss = 0.141858 total_bbox = 4741, rewritten_bbox = 0.063278 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.233988, GIOU: 0.139292), Class: 0.415158, Obj: 0.002221, No Obj: 0.002602, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 2.123342, iou_loss = 5.940655, total_loss = 8.063996 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.335907, GIOU: 0.278515), Class: 0.510838, Obj: 0.006742, No Obj: 0.005110, .5R: 0.250000, .75R: 0.000000, count: 8, class_loss = 2.543065, iou_loss = 0.391482, total_loss = 2.934547 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.205922, GIOU: -0.031659), Class: 0.400716, Obj: 0.011224, No Obj: 0.013886, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.818268, iou_loss = 0.007961, total_loss = 0.826229 total_bbox = 4757, rewritten_bbox = 0.063065 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.309521, GIOU: 0.193579), Class: 0.447414, Obj: 0.002473, No Obj: 0.002857, .5R: 0.166667, .75R: 0.000000, count: 18, class_loss = 6.032352, iou_loss = 23.777588, total_loss = 29.809940 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.323328, GIOU: 0.269376), Class: 0.592988, Obj: 0.004291, No Obj: 0.005419, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.713077, iou_loss = 0.573775, total_loss = 3.286852 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.480467, GIOU: 0.331645), Class: 0.545082, Obj: 0.012320, No Obj: 0.015134, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.062046, iou_loss = 0.074310, total_loss = 1.136356 total_bbox = 4787, rewritten_bbox = 0.062670 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.322764, GIOU: 0.221136), Class: 0.471037, Obj: 0.003183, No Obj: 0.002793, .5R: 0.000000, .75R: 0.000000, count: 12, class_loss = 3.949583, iou_loss = 8.791357, total_loss = 12.740940 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.328384, GIOU: 0.210569), Class: 0.530971, Obj: 0.004038, No Obj: 0.005287, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.005205, iou_loss = 0.239035, total_loss = 1.244240 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.349294, GIOU: 0.311042), Class: 0.435293, Obj: 0.007505, No Obj: 0.014759, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.825685, iou_loss = 0.023152, total_loss = 0.848837 total_bbox = 4804, rewritten_bbox = 0.062448 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.364559, GIOU: 0.240742), Class: 0.445806, Obj: 0.002938, No Obj: 0.002968, .5R: 0.230769, .75R: 0.000000, count: 13, class_loss = 4.378508, iou_loss = 13.018654, total_loss = 17.397161 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.312224, GIOU: 0.036458), Class: 0.582624, Obj: 0.007663, No Obj: 0.005707, .5R: 0.111111, .75R: 0.111111, count: 9, class_loss = 2.723448, iou_loss = 0.549140, total_loss = 3.272588 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.270342, GIOU: 0.262269), Class: 0.459390, Obj: 0.023169, No Obj: 0.015846, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.435250, iou_loss = 0.048539, total_loss = 1.483789 total_bbox = 4830, rewritten_bbox = 0.062112 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.350260, GIOU: 0.243267), Class: 0.503597, Obj: 0.002781, No Obj: 0.002952, .5R: 0.153846, .75R: 0.000000, count: 13, class_loss = 4.206083, iou_loss = 11.775956, total_loss = 15.982039 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.265621, GIOU: 0.059656), Class: 0.552194, Obj: 0.006513, No Obj: 0.005638, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.192457, iou_loss = 0.216955, total_loss = 2.409412 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.015895, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.190483, iou_loss = 0.000000, total_loss = 0.190483 total_bbox = 4850, rewritten_bbox = 0.061856 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.347616, GIOU: 0.275349), Class: 0.441270, Obj: 0.002325, No Obj: 0.002825, .5R: 0.307692, .75R: 0.076923, count: 13, class_loss = 4.382416, iou_loss = 17.488810, total_loss = 21.871225 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.176415, GIOU: -0.010270), Class: 0.563295, Obj: 0.004808, No Obj: 0.005433, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.281066, iou_loss = 0.048244, total_loss = 1.329311 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.366281, GIOU: 0.366281), Class: 0.394841, Obj: 0.019095, No Obj: 0.014857, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.832252, iou_loss = 0.051266, total_loss = 0.883518 total_bbox = 4869, rewritten_bbox = 0.061614 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.276744, GIOU: 0.169196), Class: 0.462184, Obj: 0.003164, No Obj: 0.002814, .5R: 0.050000, .75R: 0.000000, count: 20, class_loss = 6.635531, iou_loss = 22.135090, total_loss = 28.770622 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.245216, GIOU: 0.106914), Class: 0.579214, Obj: 0.004679, No Obj: 0.005429, .5R: 0.250000, .75R: 0.000000, count: 4, class_loss = 1.265761, iou_loss = 0.317243, total_loss = 1.583004 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.014976, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.169686, iou_loss = 0.000000, total_loss = 0.169686 total_bbox = 4893, rewritten_bbox = 0.061312 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.315408, GIOU: 0.226666), Class: 0.419769, Obj: 0.002789, No Obj: 0.002994, .5R: 0.100000, .75R: 0.000000, count: 10, class_loss = 3.468256, iou_loss = 9.795149, total_loss = 13.263405 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.244415, GIOU: -0.041208), Class: 0.664295, Obj: 0.005751, No Obj: 0.005435, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.196840, iou_loss = 0.064217, total_loss = 1.261058 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.326658, GIOU: 0.252699), Class: 0.490701, Obj: 0.011018, No Obj: 0.015430, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.752381, iou_loss = 0.028222, total_loss = 1.780603 total_bbox = 4912, rewritten_bbox = 0.061075 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.421232, GIOU: 0.356337), Class: 0.546918, Obj: 0.002285, No Obj: 0.002870, .5R: 0.200000, .75R: 0.066667, count: 15, class_loss = 4.683227, iou_loss = 22.236603, total_loss = 26.919828 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.269116, GIOU: 0.235419), Class: 0.566554, Obj: 0.005405, No Obj: 0.005575, .5R: 0.111111, .75R: 0.000000, count: 9, class_loss = 2.760199, iou_loss = 0.732195, total_loss = 3.492394 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.179716, GIOU: 0.065536), Class: 0.660767, Obj: 0.015600, No Obj: 0.016099, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.465281, iou_loss = 0.001702, total_loss = 0.466983 total_bbox = 4937, rewritten_bbox = 0.060766 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.320528, GIOU: 0.221817), Class: 0.491663, Obj: 0.003638, No Obj: 0.002819, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.302273, iou_loss = 4.209250, total_loss = 6.511523 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.285622, GIOU: 0.101678), Class: 0.600528, Obj: 0.004586, No Obj: 0.005393, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.305999, iou_loss = 0.441234, total_loss = 3.747233 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.301224, GIOU: 0.239309), Class: 0.376540, Obj: 0.015809, No Obj: 0.015836, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.554557, iou_loss = 0.046097, total_loss = 1.600654 total_bbox = 4959, rewritten_bbox = 0.060496 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.344894, GIOU: 0.247030), Class: 0.509564, Obj: 0.001775, No Obj: 0.002777, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.664504, iou_loss = 5.001023, total_loss = 6.665526 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.302554, GIOU: 0.089625), Class: 0.630736, Obj: 0.004593, No Obj: 0.005419, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.515248, iou_loss = 0.166478, total_loss = 1.681726 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.317133, GIOU: 0.234393), Class: 0.484794, Obj: 0.012491, No Obj: 0.015263, .5R: 0.400000, .75R: 0.000000, count: 5, class_loss = 1.736748, iou_loss = 0.078219, total_loss = 1.814967 total_bbox = 4974, rewritten_bbox = 0.060314 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.363737, GIOU: 0.259788), Class: 0.503953, Obj: 0.002624, No Obj: 0.002791, .5R: 0.200000, .75R: 0.000000, count: 10, class_loss = 3.239825, iou_loss = 5.069627, total_loss = 8.309452 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.367777, GIOU: 0.268476), Class: 0.531272, Obj: 0.005996, No Obj: 0.005500, .5R: 0.333333, .75R: 0.083333, count: 12, class_loss = 3.766642, iou_loss = 1.260375, total_loss = 5.027017 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.340690, GIOU: 0.333678), Class: 0.385583, Obj: 0.012958, No Obj: 0.015218, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.191367, iou_loss = 0.054390, total_loss = 1.245757 total_bbox = 4999, rewritten_bbox = 0.060012 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.351314, GIOU: 0.243026), Class: 0.469762, Obj: 0.004445, No Obj: 0.003019, .5R: 0.166667, .75R: 0.000000, count: 12, class_loss = 3.970241, iou_loss = 4.707348, total_loss = 8.677589 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.333360, GIOU: 0.198736), Class: 0.540552, Obj: 0.006992, No Obj: 0.005984, .5R: 0.214286, .75R: 0.000000, count: 14, class_loss = 4.367737, iou_loss = 0.883096, total_loss = 5.250833 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.401238, GIOU: 0.348234), Class: 0.467913, Obj: 0.019090, No Obj: 0.016983, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.095312, iou_loss = 0.124499, total_loss = 2.219811 total_bbox = 5031, rewritten_bbox = 0.059630 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.315125, GIOU: 0.184581), Class: 0.496001, Obj: 0.003471, No Obj: 0.003006, .5R: 0.111111, .75R: 0.000000, count: 18, class_loss = 5.794475, iou_loss = 9.285223, total_loss = 15.079698 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.308615, GIOU: 0.240925), Class: 0.597589, Obj: 0.005076, No Obj: 0.005774, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.144153, iou_loss = 0.349166, total_loss = 2.493319 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.280280, GIOU: 0.280280), Class: 0.472347, Obj: 0.024733, No Obj: 0.016383, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.508040, iou_loss = 0.009960, total_loss = 0.518000 total_bbox = 5057, rewritten_bbox = 0.059324 % Tensor Cores are disabled until the first 3000 iterations are reached. 217: 2.273710, 2.089019 avg loss, 0.000002 rate, 3.328468 seconds, 13888 images, 9.314132 hours left Loaded: 0.000054 seconds v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.283032, GIOU: 0.151699), Class: 0.474375, Obj: 0.002993, No Obj: 0.002812, .5R: 0.000000, .75R: 0.000000, count: 9, class_loss = 2.980537, iou_loss = 2.702881, total_loss = 5.683418 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.248839, GIOU: 0.022029), Class: 0.557991, Obj: 0.004278, No Obj: 0.005432, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.198776, iou_loss = 0.257987, total_loss = 2.456763 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.348564, GIOU: 0.238075), Class: 0.454971, Obj: 0.012041, No Obj: 0.015080, .5R: 0.333333, .75R: 0.000000, count: 6, class_loss = 2.106381, iou_loss = 0.087059, total_loss = 2.193440 total_bbox = 5079, rewritten_bbox = 0.059067 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.326294, GIOU: 0.222386), Class: 0.442061, Obj: 0.001821, No Obj: 0.002728, .5R: 0.272727, .75R: 0.000000, count: 11, class_loss = 3.718962, iou_loss = 8.277451, total_loss = 11.996412 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.203873, GIOU: 0.111133), Class: 0.576191, Obj: 0.008911, No Obj: 0.005359, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 0.967691, iou_loss = 0.044479, total_loss = 1.012170 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.379565, GIOU: 0.379565), Class: 0.435219, Obj: 0.012626, No Obj: 0.014765, .5R: 0.500000, .75R: 0.000000, count: 2, class_loss = 0.813035, iou_loss = 0.063583, total_loss = 0.876618 total_bbox = 5095, rewritten_bbox = 0.058881 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.280486, GIOU: 0.237690), Class: 0.482852, Obj: 0.002218, No Obj: 0.002661, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 1.974035, iou_loss = 4.170940, total_loss = 6.144976 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.182909, GIOU: 0.005933), Class: 0.514178, Obj: 0.004029, No Obj: 0.005259, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.563791, iou_loss = 0.090085, total_loss = 2.653875 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.379979, GIOU: 0.302266), Class: 0.497077, Obj: 0.012339, No Obj: 0.015275, .5R: 0.285714, .75R: 0.000000, count: 7, class_loss = 2.365607, iou_loss = 0.085701, total_loss = 2.451308 total_bbox = 5117, rewritten_bbox = 0.078171 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.357965, GIOU: 0.298381), Class: 0.450516, Obj: 0.002047, No Obj: 0.002489, .5R: 0.187500, .75R: 0.000000, count: 16, class_loss = 5.318700, iou_loss = 16.218683, total_loss = 21.537384 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.209496, GIOU: 0.094381), Class: 0.527072, Obj: 0.006644, No Obj: 0.004994, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.305625, iou_loss = 0.111763, total_loss = 1.417388 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.000000, GIOU: 0.000000), Class: 0.000000, Obj: 0.000000, No Obj: 0.013665, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.144843, iou_loss = 0.000000, total_loss = 0.144843 total_bbox = 5137, rewritten_bbox = 0.077866 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.292596, GIOU: 0.156755), Class: 0.390660, Obj: 0.001167, No Obj: 0.002457, .5R: 0.000000, .75R: 0.000000, count: 4, class_loss = 1.456614, iou_loss = 2.369016, total_loss = 3.825629 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.349948, GIOU: 0.211958), Class: 0.564147, Obj: 0.011121, No Obj: 0.004935, .5R: 0.200000, .75R: 0.000000, count: 5, class_loss = 1.544010, iou_loss = 0.261906, total_loss = 1.805916 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.229186, GIOU: 0.080040), Class: 0.560253, Obj: 0.011651, No Obj: 0.014059, .5R: 0.000000, .75R: 0.000000, count: 3, class_loss = 1.026812, iou_loss = 0.034144, total_loss = 1.060955 total_bbox = 5149, rewritten_bbox = 0.077685 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.372534, GIOU: 0.336718), Class: 0.508132, Obj: 0.002560, No Obj: 0.002651, .5R: 0.176471, .75R: 0.058824, count: 17, class_loss = 5.407275, iou_loss = 10.865169, total_loss = 16.272444 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.255907, GIOU: 0.120921), Class: 0.563552, Obj: 0.005677, No Obj: 0.005189, .5R: 0.142857, .75R: 0.000000, count: 7, class_loss = 2.162474, iou_loss = 0.261254, total_loss = 2.423728 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.272979, GIOU: 0.272979), Class: 0.416642, Obj: 0.019697, No Obj: 0.014083, .5R: 0.000000, .75R: 0.000000, count: 1, class_loss = 0.475383, iou_loss = 0.009625, total_loss = 0.485008 total_bbox = 5174, rewritten_bbox = 0.077310 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.338675, GIOU: 0.311518), Class: 0.492640, Obj: 0.001730, No Obj: 0.002926, .5R: 0.090909, .75R: 0.000000, count: 11, class_loss = 3.596064, iou_loss = 10.380065, total_loss = 13.976130 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.361062, GIOU: 0.268404), Class: 0.546980, Obj: 0.012962, No Obj: 0.005577, .5R: 0.166667, .75R: 0.000000, count: 6, class_loss = 1.884653, iou_loss = 0.568830, total_loss = 2.453483 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.329363, GIOU: 0.326310), Class: 0.451379, Obj: 0.016645, No Obj: 0.016230, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.151905, iou_loss = 0.062814, total_loss = 1.214720 total_bbox = 5194, rewritten_bbox = 0.077012 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.264516, GIOU: 0.147950), Class: 0.521339, Obj: 0.001769, No Obj: 0.002837, .5R: 0.000000, .75R: 0.000000, count: 7, class_loss = 2.271270, iou_loss = 10.100451, total_loss = 12.371720 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.535352, GIOU: 0.534197), Class: 0.614649, Obj: 0.005895, No Obj: 0.005444, .5R: 0.600000, .75R: 0.200000, count: 5, class_loss = 1.522076, iou_loss = 0.489492, total_loss = 2.011569 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.318973, GIOU: 0.234078), Class: 0.476920, Obj: 0.018000, No Obj: 0.015375, .5R: 0.111111, .75R: 0.111111, count: 9, class_loss = 2.996420, iou_loss = 0.052232, total_loss = 3.048652 total_bbox = 5215, rewritten_bbox = 0.076702 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.240355, GIOU: 0.091538), Class: 0.453153, Obj: 0.001836, No Obj: 0.002432, .5R: 0.000000, .75R: 0.000000, count: 8, class_loss = 2.688605, iou_loss = 2.445394, total_loss = 5.133999 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.199140, GIOU: 0.199140), Class: 0.627135, Obj: 0.005028, No Obj: 0.004952, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.648864, iou_loss = 0.072222, total_loss = 0.721086 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.484021, GIOU: 0.440926), Class: 0.604929, Obj: 0.015043, No Obj: 0.014213, .5R: 0.000000, .75R: 0.000000, count: 2, class_loss = 0.717951, iou_loss = 0.011952, total_loss = 0.729903 total_bbox = 5227, rewritten_bbox = 0.076526 % v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 139 Avg (IOU: 0.358525, GIOU: 0.291838), Class: 0.556548, Obj: 0.002741, No Obj: 0.002636, .5R: 0.000000, .75R: 0.000000, count: 6, class_loss = 1.906374, iou_loss = 2.823390, total_loss = 4.729764 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 150 Avg (IOU: 0.308703, GIOU: 0.229584), Class: 0.589818, Obj: 0.010021, No Obj: 0.005297, .5R: 0.000000, .75R: 0.000000, count: 5, class_loss = 1.535699, iou_loss = 0.307668, total_loss = 1.843367 v3 (iou loss, Normalizer: (iou: 0.07, cls: 1.00) Region 161 Avg (IOU: 0.426572, GIOU: 0.375518), Class: 0.594853, Obj: 0.011068, No Obj: 0.015109, .5R: 0.333333, .75R: 0.000000, count: 3, class_loss = 1.032509, iou_loss = 0.026875, total_loss = 1.059384 total_bbox = 5241, rewritten_bbox = 0.076321 % ^C
!./darknet detector map data/obj.data cfg/yolov4-obj.cfg /mydrive/yolov4/backup/yolov4-obj_1000.weights
CUDA-version: 10010 (10010), cuDNN: 7.6.5, CUDNN_HALF=1, GPU count: 1 CUDNN_HALF=1 OpenCV version: 3.2.0 0 : compute_capability = 750, cudnn_half = 1, GPU: Tesla T4 net.optimized_memory = 0 mini_batch = 1, batch = 16, time_steps = 1, train = 0 layer filters size/strd(dil) input output 0 conv 32 3 x 3/ 1 416 x 416 x 3 -> 416 x 416 x 32 0.299 BF 1 conv 64 3 x 3/ 2 416 x 416 x 32 -> 208 x 208 x 64 1.595 BF 2 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 3 route 1 -> 208 x 208 x 64 4 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 5 conv 32 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 32 0.177 BF 6 conv 64 3 x 3/ 1 208 x 208 x 32 -> 208 x 208 x 64 1.595 BF 7 Shortcut Layer: 4, wt = 0, wn = 0, outputs: 208 x 208 x 64 0.003 BF 8 conv 64 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 64 0.354 BF 9 route 8 2 -> 208 x 208 x 128 10 conv 64 1 x 1/ 1 208 x 208 x 128 -> 208 x 208 x 64 0.709 BF 11 conv 128 3 x 3/ 2 208 x 208 x 64 -> 104 x 104 x 128 1.595 BF 12 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 13 route 11 -> 104 x 104 x 128 14 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 15 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 16 conv 64 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.797 BF 17 Shortcut Layer: 14, wt = 0, wn = 0, outputs: 104 x 104 x 64 0.001 BF 18 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 19 conv 64 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.797 BF 20 Shortcut Layer: 17, wt = 0, wn = 0, outputs: 104 x 104 x 64 0.001 BF 21 conv 64 1 x 1/ 1 104 x 104 x 64 -> 104 x 104 x 64 0.089 BF 22 route 21 12 -> 104 x 104 x 128 23 conv 128 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 128 0.354 BF 24 conv 256 3 x 3/ 2 104 x 104 x 128 -> 52 x 52 x 256 1.595 BF 25 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 26 route 24 -> 52 x 52 x 256 27 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 28 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 29 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 30 Shortcut Layer: 27, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 31 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 32 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 33 Shortcut Layer: 30, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 34 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 35 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 36 Shortcut Layer: 33, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 37 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 38 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 39 Shortcut Layer: 36, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 40 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 41 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 42 Shortcut Layer: 39, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 43 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 44 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 45 Shortcut Layer: 42, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 46 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 47 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 48 Shortcut Layer: 45, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 49 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 50 conv 128 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.797 BF 51 Shortcut Layer: 48, wt = 0, wn = 0, outputs: 52 x 52 x 128 0.000 BF 52 conv 128 1 x 1/ 1 52 x 52 x 128 -> 52 x 52 x 128 0.089 BF 53 route 52 25 -> 52 x 52 x 256 54 conv 256 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 256 0.354 BF 55 conv 512 3 x 3/ 2 52 x 52 x 256 -> 26 x 26 x 512 1.595 BF 56 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 57 route 55 -> 26 x 26 x 512 58 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 59 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 60 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 61 Shortcut Layer: 58, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 62 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 63 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 64 Shortcut Layer: 61, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 65 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 66 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 67 Shortcut Layer: 64, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 68 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 69 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 70 Shortcut Layer: 67, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 71 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 72 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 73 Shortcut Layer: 70, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 74 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 75 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 76 Shortcut Layer: 73, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 77 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 78 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 79 Shortcut Layer: 76, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 80 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 81 conv 256 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.797 BF 82 Shortcut Layer: 79, wt = 0, wn = 0, outputs: 26 x 26 x 256 0.000 BF 83 conv 256 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 256 0.089 BF 84 route 83 56 -> 26 x 26 x 512 85 conv 512 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 512 0.354 BF 86 conv 1024 3 x 3/ 2 26 x 26 x 512 -> 13 x 13 x1024 1.595 BF 87 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 88 route 86 -> 13 x 13 x1024 89 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 90 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 91 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 92 Shortcut Layer: 89, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 93 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 94 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 95 Shortcut Layer: 92, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 96 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 97 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 98 Shortcut Layer: 95, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 99 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 100 conv 512 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.797 BF 101 Shortcut Layer: 98, wt = 0, wn = 0, outputs: 13 x 13 x 512 0.000 BF 102 conv 512 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.089 BF 103 route 102 87 -> 13 x 13 x1024 104 conv 1024 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x1024 0.354 BF 105 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 106 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 107 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 108 max 5x 5/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.002 BF 109 route 107 -> 13 x 13 x 512 110 max 9x 9/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.007 BF 111 route 107 -> 13 x 13 x 512 112 max 13x13/ 1 13 x 13 x 512 -> 13 x 13 x 512 0.015 BF 113 route 112 110 108 107 -> 13 x 13 x2048 114 conv 512 1 x 1/ 1 13 x 13 x2048 -> 13 x 13 x 512 0.354 BF 115 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 116 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 117 conv 256 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 256 0.044 BF 118 upsample 2x 13 x 13 x 256 -> 26 x 26 x 256 119 route 85 -> 26 x 26 x 512 120 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 121 route 120 118 -> 26 x 26 x 512 122 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 123 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 124 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 125 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 126 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 127 conv 128 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 128 0.044 BF 128 upsample 2x 26 x 26 x 128 -> 52 x 52 x 128 129 route 54 -> 52 x 52 x 256 130 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 131 route 130 128 -> 52 x 52 x 256 132 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 133 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 134 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 135 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 136 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 137 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 138 conv 18 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 18 0.025 BF 139 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.20 nms_kind: greedynms (1), beta = 0.600000 140 route 136 -> 52 x 52 x 128 141 conv 256 3 x 3/ 2 52 x 52 x 128 -> 26 x 26 x 256 0.399 BF 142 route 141 126 -> 26 x 26 x 512 143 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 144 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 145 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 146 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 147 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 148 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 149 conv 18 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 18 0.012 BF 150 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.10 nms_kind: greedynms (1), beta = 0.600000 151 route 147 -> 26 x 26 x 256 152 conv 512 3 x 3/ 2 26 x 26 x 256 -> 13 x 13 x 512 0.399 BF 153 route 152 116 -> 13 x 13 x1024 154 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 155 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 156 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 157 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 158 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 159 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 160 conv 18 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 18 0.006 BF 161 yolo [yolo] params: iou loss: ciou (4), iou_norm: 0.07, cls_norm: 1.00, scale_x_y: 1.05 nms_kind: greedynms (1), beta = 0.600000 Total BFLOPS 59.563 avg_outputs = 489778 Allocate additional workspace_size = 52.43 MB Loading weights from /mydrive/yolov4/backup/yolov4-obj_1000.weights... seen 64, trained: 64 K-images (1 Kilo-batches_64) Done! Loaded 162 layers from weights-file calculation mAP (mean average precision)... 300 detections_count = 1535, unique_truth_count = 402 class_id = 0, name = license_plate, ap = 77.67% (TP = 314, FP = 85) for conf_thresh = 0.25, precision = 0.79, recall = 0.78, F1-score = 0.78 for conf_thresh = 0.25, TP = 314, FP = 85, FN = 88, average IoU = 58.50 % IoU threshold = 50 %, used Area-Under-Curve for each unique Recall mean average precision (mAP@0.50) = 0.776716, or 77.67 % Total Detection Time: 7 Seconds Set -points flag: `-points 101` for MS COCO `-points 11` for PascalVOC 2007 (uncomment `difficult` in voc.data) `-points 0` (AUC) for ImageNet, PascalVOC 2010-2012, your custom dataset
# need to set our custom cfg to test mode
%cd cfg
!sed -i 's/batch=64/batch=1/' yolov4-obj.cfg
!sed -i 's/subdivisions=16/subdivisions=1/' yolov4-obj.cfg
%cd ..
/content/darknet/cfg /content/darknet
# run your custom detector with this command (upload an image to your google drive to test, thresh flag sets accuracy that detection must be in order to show it)
!./darknet detector test data/obj.data cfg/yolov4-obj.cfg /mydrive/yolov4/backup/yolov4-obj_last.weights /mydrive/images/car2.jpg -thresh 0.3
imShow('predictions.jpg')
